{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据搜集\n",
    "- 合并所有评分卡数据，并人工核对"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import numpy as np\n",
    "import re\n",
    "from funcs import *\n",
    "import datetime\n",
    "import sys  \n",
    "reload(sys)  \n",
    "sys.setdefaultencoding('utf8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>无锡国友塑料制品有限公司</th>\n",
       "      <th>砀山县雁发塑胶制品有限公司</th>\n",
       "      <th>宜兴市海燕塑料制品有限公司</th>\n",
       "      <th>佛山市南海区狮山联生塑料五金厂</th>\n",
       "      <th>深圳市南璋颜料有限公司</th>\n",
       "      <th>佛山市南海辉煌塑料有限公司</th>\n",
       "      <th>中山市新展塑料制品有限公司</th>\n",
       "      <th>四会市塑利莱科技有限公司</th>\n",
       "      <th>中山市威塑建材有限公司</th>\n",
       "      <th>惠州俊儿塑料科技有限公司</th>\n",
       "      <th>...</th>\n",
       "      <th>佛山市南海区狮山润泉实业有限公司</th>\n",
       "      <th>东莞市丰年塑胶制品有限公司</th>\n",
       "      <th>佛山市顺元塑胶制品有限公司</th>\n",
       "      <th>广州佳昊实业有限公司</th>\n",
       "      <th>中山南荣塑胶机械工业有限公司</th>\n",
       "      <th>阳江市顺和工业有限公司</th>\n",
       "      <th>东莞市佳成塑胶科技有限公司</th>\n",
       "      <th>太仓京润塑料制品有限公司</th>\n",
       "      <th>考核内容</th>\n",
       "      <th>序号</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>11.5</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>注册时间（年）</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>200</td>\n",
       "      <td>500</td>\n",
       "      <td>280</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>188.7</td>\n",
       "      <td>30</td>\n",
       "      <td>101</td>\n",
       "      <td>50</td>\n",
       "      <td>750</td>\n",
       "      <td>...</td>\n",
       "      <td>150</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>3948</td>\n",
       "      <td>1000</td>\n",
       "      <td>200</td>\n",
       "      <td>330.796</td>\n",
       "      <td>实收资本（万）</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>B</td>\n",
       "      <td>...</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>B</td>\n",
       "      <td>A</td>\n",
       "      <td>A</td>\n",
       "      <td>A类(产业园)；B类（非产业园）</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>否</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>否</td>\n",
       "      <td>否</td>\n",
       "      <td>no</td>\n",
       "      <td>是否有实控人变更、是否存在减资。（是/否）</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>yes</td>\n",
       "      <td>否</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>否</td>\n",
       "      <td>否</td>\n",
       "      <td>no</td>\n",
       "      <td>分支机构（是/否）</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>30</td>\n",
       "      <td>100</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>40</td>\n",
       "      <td>30</td>\n",
       "      <td>50</td>\n",
       "      <td>100</td>\n",
       "      <td>10</td>\n",
       "      <td>100</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>40</td>\n",
       "      <td>100</td>\n",
       "      <td>50</td>\n",
       "      <td>300</td>\n",
       "      <td>160</td>\n",
       "      <td>50</td>\n",
       "      <td>员工人数</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>租赁2500</td>\n",
       "      <td>自有8000</td>\n",
       "      <td>租赁9000</td>\n",
       "      <td>租赁42600</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>租赁4000</td>\n",
       "      <td>自有3000</td>\n",
       "      <td>租赁30000</td>\n",
       "      <td>租赁1000</td>\n",
       "      <td>租赁80000</td>\n",
       "      <td>...</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>租赁1000</td>\n",
       "      <td>租赁6000</td>\n",
       "      <td>租赁8000</td>\n",
       "      <td>租赁40000</td>\n",
       "      <td>自有38000</td>\n",
       "      <td>自有18000</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>厂房自有或是租赁㎡</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>无</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>yes</td>\n",
       "      <td>无</td>\n",
       "      <td>no</td>\n",
       "      <td>无</td>\n",
       "      <td>yes</td>\n",
       "      <td>有</td>\n",
       "      <td>无</td>\n",
       "      <td>no</td>\n",
       "      <td>商标专利</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>47</td>\n",
       "      <td>14</td>\n",
       "      <td>67</td>\n",
       "      <td>91</td>\n",
       "      <td>0.88</td>\n",
       "      <td>91</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.24</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>0.33</td>\n",
       "      <td>25</td>\n",
       "      <td>90</td>\n",
       "      <td>50.81</td>\n",
       "      <td>资产负债率%（1）</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>121</td>\n",
       "      <td>F</td>\n",
       "      <td>107</td>\n",
       "      <td>101</td>\n",
       "      <td>0.98</td>\n",
       "      <td>69</td>\n",
       "      <td>1.09</td>\n",
       "      <td>F</td>\n",
       "      <td>6.39</td>\n",
       "      <td>3.94</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>106</td>\n",
       "      <td>2.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>156.19</td>\n",
       "      <td>流动比率%（1）</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>204</td>\n",
       "      <td>1879</td>\n",
       "      <td>367</td>\n",
       "      <td>222</td>\n",
       "      <td>208</td>\n",
       "      <td>53</td>\n",
       "      <td>71</td>\n",
       "      <td>152</td>\n",
       "      <td>56</td>\n",
       "      <td>749</td>\n",
       "      <td>...</td>\n",
       "      <td>230</td>\n",
       "      <td>138</td>\n",
       "      <td>126</td>\n",
       "      <td>99</td>\n",
       "      <td>1897</td>\n",
       "      <td>238</td>\n",
       "      <td>100</td>\n",
       "      <td>687</td>\n",
       "      <td>净资产万（3）</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>9</td>\n",
       "      <td>F</td>\n",
       "      <td>372</td>\n",
       "      <td>10</td>\n",
       "      <td>616</td>\n",
       "      <td>176</td>\n",
       "      <td>7</td>\n",
       "      <td>F</td>\n",
       "      <td>52</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>F</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130</td>\n",
       "      <td>14</td>\n",
       "      <td>155</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53</td>\n",
       "      <td>货币资金万（1）</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>101</td>\n",
       "      <td>0</td>\n",
       "      <td>F</td>\n",
       "      <td>38</td>\n",
       "      <td>686</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>F</td>\n",
       "      <td>102</td>\n",
       "      <td>301</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.37</td>\n",
       "      <td>存货周转天数（1）</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>201</td>\n",
       "      <td>49</td>\n",
       "      <td>57</td>\n",
       "      <td>62</td>\n",
       "      <td>74</td>\n",
       "      <td>154</td>\n",
       "      <td>113</td>\n",
       "      <td>F</td>\n",
       "      <td>0</td>\n",
       "      <td>106</td>\n",
       "      <td>...</td>\n",
       "      <td>72</td>\n",
       "      <td>66</td>\n",
       "      <td>33</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>4171</td>\n",
       "      <td>246</td>\n",
       "      <td>57.99</td>\n",
       "      <td>应收账款周转天数（3）</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>0.12</td>\n",
       "      <td>12</td>\n",
       "      <td>0.09</td>\n",
       "      <td>F</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>46</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>0.12</td>\n",
       "      <td>551</td>\n",
       "      <td>483</td>\n",
       "      <td>6.55</td>\n",
       "      <td>主营业务利润率%（3）</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>284</td>\n",
       "      <td>12</td>\n",
       "      <td>-2</td>\n",
       "      <td>55</td>\n",
       "      <td>0.13</td>\n",
       "      <td>518</td>\n",
       "      <td>0.82</td>\n",
       "      <td>F</td>\n",
       "      <td>0.01</td>\n",
       "      <td>F</td>\n",
       "      <td>...</td>\n",
       "      <td>-14</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>40</td>\n",
       "      <td>0.02</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>净资产增长率%（1）</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>F</td>\n",
       "      <td>87</td>\n",
       "      <td>-37</td>\n",
       "      <td>39</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>12</td>\n",
       "      <td>2.37</td>\n",
       "      <td>F</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>F</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1055</td>\n",
       "      <td>123</td>\n",
       "      <td>0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-5</td>\n",
       "      <td>销售增长率%（1）</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般（主营编织袋、吨袋）</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>...</td>\n",
       "      <td>一般</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一般</td>\n",
       "      <td>好(珍珠棉）</td>\n",
       "      <td>一般</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一般</td>\n",
       "      <td>行业政策（3）</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>一般</td>\n",
       "      <td>...</td>\n",
       "      <td>一般</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一般</td>\n",
       "      <td>景气(珍珠棉）</td>\n",
       "      <td>一般</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一般</td>\n",
       "      <td>行业成长性（产品的维度/景气程度）（3）</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2（产品主要出口）</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>中小微</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>家乐福、华润万家</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>（较好、稳定、较差）</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-32</td>\n",
       "      <td>148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>7.5</td>\n",
       "      <td>8.4</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7.8</td>\n",
       "      <td>8.6</td>\n",
       "      <td>8.5</td>\n",
       "      <td>7.1</td>\n",
       "      <td>4.8</td>\n",
       "      <td>7.1</td>\n",
       "      <td>7.1</td>\n",
       "      <td>...</td>\n",
       "      <td>7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.8</td>\n",
       "      <td>8.2（广州）</td>\n",
       "      <td>7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>无</td>\n",
       "      <td>有</td>\n",
       "      <td>有</td>\n",
       "      <td>有</td>\n",
       "      <td>无</td>\n",
       "      <td>有</td>\n",
       "      <td>有</td>\n",
       "      <td>有</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>...</td>\n",
       "      <td>有</td>\n",
       "      <td>较好</td>\n",
       "      <td>有</td>\n",
       "      <td>有</td>\n",
       "      <td>无</td>\n",
       "      <td>较好</td>\n",
       "      <td>稳定</td>\n",
       "      <td>有</td>\n",
       "      <td>有银行贷款、财产保险（有/无）</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>交易单数</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1</td>\n",
       "      <td>13个月4</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>13个月4</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>单位：月</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>有</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>28</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>累计交易单数</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>69</td>\n",
       "      <td>262</td>\n",
       "      <td>687</td>\n",
       "      <td>298</td>\n",
       "      <td>402.86</td>\n",
       "      <td>299.5</td>\n",
       "      <td>1601.25</td>\n",
       "      <td>1462.8</td>\n",
       "      <td>20</td>\n",
       "      <td>384.69</td>\n",
       "      <td>...</td>\n",
       "      <td>406</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51</td>\n",
       "      <td>329</td>\n",
       "      <td>440.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>503</td>\n",
       "      <td>单位：吨</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>137.25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>交易量连续2个月月均下滑30%</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>0</td>\n",
       "      <td>4个月</td>\n",
       "      <td>近三月交易有断档</td>\n",
       "      <td>有间断</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>5个月</td>\n",
       "      <td>2月有断档</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>5月断档</td>\n",
       "      <td>...</td>\n",
       "      <td>断了一个月</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4个月（之后断了一个月）</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>今年4月到去年11月</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>...</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无</td>\n",
       "      <td>优秀、良好、差</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>正常</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无征信2.5</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>合计</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 67 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   无锡国友塑料制品有限公司 砀山县雁发塑胶制品有限公司 宜兴市海燕塑料制品有限公司 佛山市南海区狮山联生塑料五金厂 深圳市南璋颜料有限公司  \\\n",
       "0             6            15             5               5        11.5   \n",
       "4           200           500           280              30          50   \n",
       "8             A             A             A               B           A   \n",
       "10           no            no            no              no          no   \n",
       "12           no            no            no              no          no   \n",
       "14           30           100            80              80          40   \n",
       "17       租赁2500        自有8000        租赁9000         租赁42600      租赁2000   \n",
       "21           no           yes           yes             yes          no   \n",
       "23           47            14            67              91        0.88   \n",
       "25          121             F           107             101        0.98   \n",
       "27          204          1879           367             222         208   \n",
       "30            9             F           372              10         616   \n",
       "31          NaN           NaN           NaN             NaN         NaN   \n",
       "32           25            15            11              27           4   \n",
       "34          201            49            57              62          74   \n",
       "37           12            14            13               8        0.12   \n",
       "40          284            12            -2              55        0.13   \n",
       "42            F            87           -37              39       -0.12   \n",
       "43          NaN           NaN           NaN             NaN         NaN   \n",
       "44           一般            一般  一般（主营编织袋、吨袋）              一般          一般   \n",
       "46          NaN           NaN           NaN             NaN         NaN   \n",
       "47           一般            一般            一般              一般          一般   \n",
       "49          NaN           NaN           NaN             NaN         NaN   \n",
       "50            2             4     2（产品主要出口）               2           2   \n",
       "52          NaN           NaN           NaN             NaN         NaN   \n",
       "53          7.5           8.4           7.5             7.8         8.6   \n",
       "56            无             有             有               有           无   \n",
       "58            0             0             0               0           3   \n",
       "59          NaN           NaN           NaN             NaN         NaN   \n",
       "60            1         13个月4            14               7          12   \n",
       "61          NaN           NaN           NaN             NaN         NaN   \n",
       "62          NaN           NaN           NaN             NaN         NaN   \n",
       "63          NaN           NaN           NaN             NaN         NaN   \n",
       "64            3             8            20               8           9   \n",
       "65          NaN           NaN           NaN             NaN         NaN   \n",
       "67          NaN           NaN           NaN             NaN         NaN   \n",
       "68           69           262           687             298      402.86   \n",
       "71          NaN           NaN           NaN             NaN         NaN   \n",
       "72            0            no            no              no      交易截止1月   \n",
       "74            0           4个月      近三月交易有断档             有间断      交易截止1月   \n",
       "75          NaN           NaN           NaN             NaN         NaN   \n",
       "77            无             无             无               无           无   \n",
       "80          NaN           NaN            正常             NaN         NaN   \n",
       "81          NaN           NaN           NaN             NaN         NaN   \n",
       "82          NaN           NaN           NaN             NaN         NaN   \n",
       "83          NaN           NaN             无             NaN         NaN   \n",
       "84          NaN           NaN           NaN             NaN         NaN   \n",
       "85          NaN             2             7               0           6   \n",
       "86          NaN           NaN           NaN             NaN         NaN   \n",
       "87          NaN           NaN           NaN             NaN         NaN   \n",
       "\n",
       "   佛山市南海辉煌塑料有限公司 中山市新展塑料制品有限公司 四会市塑利莱科技有限公司 中山市威塑建材有限公司 惠州俊儿塑料科技有限公司 ...   \\\n",
       "0             10             4           10          13            2 ...    \n",
       "4          188.7            30          101          50          750 ...    \n",
       "8              A             A            A           B            B ...    \n",
       "10            no            no           no          no           no ...    \n",
       "12            no            no           no          no           no ...    \n",
       "14            30            50          100          10          100 ...    \n",
       "17        租赁4000        自有3000      租赁30000      租赁1000      租赁80000 ...    \n",
       "21           yes             无          yes         yes           no ...    \n",
       "23            91           0.9         0.86        0.15         0.24 ...    \n",
       "25            69          1.09            F        6.39         3.94 ...    \n",
       "27            53            71          152          56          749 ...    \n",
       "30           176             7            F          52            3 ...    \n",
       "31           NaN           NaN          NaN         NaN          NaN ...    \n",
       "32           101             0            F          38          686 ...    \n",
       "34           154           113            F           0          106 ...    \n",
       "37            12          0.09            F        0.17         0.01 ...    \n",
       "40           518          0.82            F        0.01            F ...    \n",
       "42            12          2.37            F       -0.27            F ...    \n",
       "43           NaN           NaN          NaN         NaN          NaN ...    \n",
       "44            一般            一般           一般          一般           一般 ...    \n",
       "46           NaN           NaN          NaN         NaN          NaN ...    \n",
       "47            一般            一般           一般          一般           一般 ...    \n",
       "49           NaN           NaN          NaN         NaN          NaN ...    \n",
       "50           中小微          中小企业            2           2     家乐福、华润万家 ...    \n",
       "52           NaN           NaN          NaN         NaN          NaN ...    \n",
       "53           8.5           7.1          4.8         7.1          7.1 ...    \n",
       "56             有             有            有           无            无 ...    \n",
       "58            17            20            0           0            0 ...    \n",
       "59           NaN           NaN          NaN         NaN          NaN ...    \n",
       "60         13个月4            18           12          11            9 ...    \n",
       "61           NaN           NaN          NaN         NaN          NaN ...    \n",
       "62           NaN           NaN          NaN         NaN          NaN ...    \n",
       "63           NaN           NaN          NaN         NaN          NaN ...    \n",
       "64             8            28           25           2           10 ...    \n",
       "65           NaN           NaN          NaN         NaN          NaN ...    \n",
       "67           NaN           NaN          NaN         NaN          NaN ...    \n",
       "68         299.5       1601.25       1462.8          20       384.69 ...    \n",
       "71           NaN           NaN          NaN         NaN          NaN ...    \n",
       "72            no            no       交易截止3月      交易截止2月           no ...    \n",
       "74           5个月         2月有断档       交易截止3月      交易截止2月         5月断档 ...    \n",
       "75           NaN           NaN          NaN         NaN          NaN ...    \n",
       "77             无             无            无           无            无 ...    \n",
       "80           NaN           NaN          NaN         NaN          NaN ...    \n",
       "81           NaN           NaN          NaN         NaN          NaN ...    \n",
       "82           NaN           NaN          NaN         NaN          NaN ...    \n",
       "83           NaN           NaN          NaN         NaN          NaN ...    \n",
       "84           NaN           NaN          NaN         NaN          NaN ...    \n",
       "85             1             7            1         NaN            6 ...    \n",
       "86           NaN           NaN          NaN         NaN          NaN ...    \n",
       "87           NaN           NaN          NaN         NaN          NaN ...    \n",
       "\n",
       "   佛山市南海区狮山润泉实业有限公司 东莞市丰年塑胶制品有限公司 佛山市顺元塑胶制品有限公司    广州佳昊实业有限公司 中山南荣塑胶机械工业有限公司  \\\n",
       "0                16             5             4             3             16   \n",
       "4               150            50           100           100           3948   \n",
       "8                 A             B             A             B              A   \n",
       "10               no             否            no            no             no   \n",
       "12              yes             否            no            no             no   \n",
       "14               50            10            40           100             50   \n",
       "17           租赁3000        租赁1000        租赁6000        租赁8000        租赁40000   \n",
       "21              yes             无            no             无            yes   \n",
       "23               90            71            77            84           0.33   \n",
       "25               99           NaN           109           106           2.36   \n",
       "27              230           138           126            99           1897   \n",
       "30                F           NaN           130            14            155   \n",
       "31              NaN           137           NaN           NaN            NaN   \n",
       "32                1           NaN             F           102            301   \n",
       "34               72            66            33            53             64   \n",
       "37                8            46            14            17           0.12   \n",
       "40              -14             0             6            40           0.02   \n",
       "42                5           NaN          1055           123           0.03   \n",
       "43              NaN            53           NaN           NaN            NaN   \n",
       "44               一般           NaN            一般        好(珍珠棉）             一般   \n",
       "46              NaN             6           NaN           NaN            NaN   \n",
       "47               一般           NaN            一般       景气(珍珠棉）             一般   \n",
       "49              NaN            13           NaN           NaN            NaN   \n",
       "50                2           NaN             2             2              2   \n",
       "52              NaN            17           NaN           NaN            NaN   \n",
       "53              7.8           NaN           7.8       8.2（广州）            7.1   \n",
       "56                有            较好             有             有              无   \n",
       "58                0           NaN             1             0              2   \n",
       "59              NaN             无           NaN           NaN            NaN   \n",
       "60                8           NaN            10             8              5   \n",
       "61              NaN             有           NaN           NaN            NaN   \n",
       "62              NaN           NaN           NaN           NaN            NaN   \n",
       "63              NaN            13           NaN           NaN            NaN   \n",
       "64               14           NaN             2            13             12   \n",
       "65              NaN           NaN           NaN           NaN            NaN   \n",
       "67              NaN             4           NaN           NaN            NaN   \n",
       "68              406           NaN            51           329         440.25   \n",
       "71              NaN        137.25           NaN           NaN            NaN   \n",
       "72               no           NaN             0            no         交易截止2月   \n",
       "74            断了一个月           NaN             0  4个月（之后断了一个月）         交易截止2月   \n",
       "75              NaN           NaN           NaN           NaN            NaN   \n",
       "77                无           NaN             无             无              无   \n",
       "80              NaN           NaN           NaN           NaN            NaN   \n",
       "81              NaN           NaN           NaN           NaN            NaN   \n",
       "82              NaN           NaN           NaN           NaN            NaN   \n",
       "83              NaN           NaN           NaN           NaN            NaN   \n",
       "84              NaN           NaN           NaN           NaN            NaN   \n",
       "85                4           NaN             0            11              2   \n",
       "86              NaN           NaN           NaN           NaN            NaN   \n",
       "87              NaN           NaN           NaN           NaN            NaN   \n",
       "\n",
       "   阳江市顺和工业有限公司 东莞市佳成塑胶科技有限公司 太仓京润塑料制品有限公司                   考核内容  序号   \n",
       "0           19             2           10                注册时间（年）    1  \n",
       "4         1000           200      330.796                实收资本（万）    2  \n",
       "8            B             A            A       A类(产业园)；B类（非产业园）    3  \n",
       "10           否             否           no  是否有实控人变更、是否存在减资。（是/否）    4  \n",
       "12           否             否           no              分支机构（是/否）    5  \n",
       "14         300           160           50                   员工人数    6  \n",
       "17     自有38000       自有18000       租赁3000              厂房自有或是租赁㎡    7  \n",
       "21           有             无           no                   商标专利    8  \n",
       "23          25            90        50.81              资产负债率%（1）    9  \n",
       "25         NaN           NaN       156.19               流动比率%（1）   10  \n",
       "27         238           100          687                净资产万（3）   12  \n",
       "30         NaN           NaN           53               货币资金万（1）   13  \n",
       "31         206            99          NaN                    NaN  NaN  \n",
       "32         NaN           NaN         5.37              存货周转天数（1）   14  \n",
       "34        4171           246        57.99            应收账款周转天数（3）   15  \n",
       "37         551           483         6.55            主营业务利润率%（3）   17  \n",
       "40          16             2           -3             净资产增长率%（1）   19  \n",
       "42         NaN           NaN           -5              销售增长率%（1）   20  \n",
       "43          25            68          NaN                    NaN  NaN  \n",
       "44         NaN           NaN           一般                行业政策（3）   22  \n",
       "46          16             8          NaN                    NaN  NaN  \n",
       "47         NaN           NaN           一般   行业成长性（产品的维度/景气程度）（3）   23  \n",
       "49          11            15          NaN                    NaN  NaN  \n",
       "50         NaN           NaN            2             （较好、稳定、较差）   28  \n",
       "52         -32           148          NaN                    NaN  NaN  \n",
       "53         NaN           NaN          7.5                    NaN   29  \n",
       "56          较好            稳定            有        有银行贷款、财产保险（有/无）   23  \n",
       "58         NaN           NaN            2                   交易单数   24  \n",
       "59           无             无          NaN                    NaN  NaN  \n",
       "60         NaN           NaN           13                   单位：月   25  \n",
       "61           无             0          NaN                    NaN  NaN  \n",
       "62         NaN             0          NaN                    NaN  NaN  \n",
       "63           0             0          NaN                    NaN  NaN  \n",
       "64         NaN             0           21                 累计交易单数   26  \n",
       "65         NaN           NaN          NaN                    NaN  NaN  \n",
       "67           0           NaN          NaN                    NaN  NaN  \n",
       "68         NaN           NaN          503                   单位：吨   27  \n",
       "71           0           NaN          NaN                    NaN  NaN  \n",
       "72         NaN           NaN          yes        交易量连续2个月月均下滑30%   28  \n",
       "74         NaN           NaN   今年4月到去年11月                    NaN   29  \n",
       "75         NaN           NaN          NaN                    NaN  NaN  \n",
       "77         NaN           NaN            无                优秀、良好、差   32  \n",
       "80         NaN           NaN          NaN                    NaN  NaN  \n",
       "81         NaN           NaN          NaN                 无征信2.5   34  \n",
       "82         NaN           NaN          NaN                    NaN  NaN  \n",
       "83         NaN           NaN          NaN                    NaN  NaN  \n",
       "84         NaN           NaN          NaN                    NaN   36  \n",
       "85         NaN           NaN            6                    NaN   40  \n",
       "86         NaN           NaN          NaN                    NaN   合计  \n",
       "87         NaN           NaN          NaN                    NaN  NaN  \n",
       "\n",
       "[50 rows x 67 columns]"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#合并所有公司评分卡内容\n",
    "files = [f for f in files if '评分表' in f]\n",
    "df = pd.DataFrame()\n",
    "for f in files:\n",
    "    company = f.split('/')[-2]\n",
    "    d =pd.read_excel(f)\n",
    "    df_s= d.dropna(subset=[u'序号'])[[u'实际情况']]\n",
    "    df_s = df_s.rename(columns={u'实际情况':company})\n",
    "    df = pd.concat([df,df_s],axis=1)\n",
    "df[u'考核内容']= d.dropna(subset=[u'序号'])[[u'考核内容']]\n",
    "df\n",
    "\n",
    "#保存，由于评分卡不统一，需要人工核查评分卡对应内容内容\n",
    "df.dropna(how='all').set_index(u'考核内容').to_csv('./features.csv',encoding ='utf-8')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据核查\n",
    "- 注册资本核查-\n",
    "- 是否有实控人变更、是否存在减资。\n",
    "- 法律诉讼核查  \n",
    "- 撮合业务数核对\n",
    "- 注册时间核对\n",
    "- 企业征信数据核对  --核对征信报告数据\n",
    "- 逾期历史数据核对\n",
    "- 下游客户信息补充--核查平台信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>注册时间（年）</th>\n",
       "      <th>实收资本（万）</th>\n",
       "      <th>A类(产业园)；B类（非产业园）</th>\n",
       "      <th>是否有实控人变更、是否存在减资。（是/否）</th>\n",
       "      <th>分支机构（是/否）</th>\n",
       "      <th>员工人数</th>\n",
       "      <th>厂房自有或是租赁㎡</th>\n",
       "      <th>商标专利</th>\n",
       "      <th>资产负债率%（1）</th>\n",
       "      <th>流动比率%（1）</th>\n",
       "      <th>...</th>\n",
       "      <th>交易量（单位：吨）</th>\n",
       "      <th>采购稳定性（交易量连续2个月月均下滑30%）</th>\n",
       "      <th>交易频率</th>\n",
       "      <th>领导人信用记（优秀、良好、差）</th>\n",
       "      <th>企业征信</th>\n",
       "      <th>涉诉信息</th>\n",
       "      <th>逾期历史（次数）</th>\n",
       "      <th>评分</th>\n",
       "      <th>下游客户情况</th>\n",
       "      <th>主营品类</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>无锡国友塑料制品有限公司</th>\n",
       "      <td>6</td>\n",
       "      <td>200</td>\n",
       "      <td>A</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁2500</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>121</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38</td>\n",
       "      <td>中小型客户</td>\n",
       "      <td>塑料桶</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>砀山县雁发塑胶制品有限公司</th>\n",
       "      <td>15</td>\n",
       "      <td>500</td>\n",
       "      <td>A</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>自有8000</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>262</td>\n",
       "      <td>no</td>\n",
       "      <td>4个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>72</td>\n",
       "      <td>农药瓶，安徽省化工研究院  、合肥星宇化学</td>\n",
       "      <td>PE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宜兴市海燕塑料制品有限公司</th>\n",
       "      <td>5</td>\n",
       "      <td>280</td>\n",
       "      <td>A</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>80</td>\n",
       "      <td>租赁9000</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>107</td>\n",
       "      <td>...</td>\n",
       "      <td>687</td>\n",
       "      <td>no</td>\n",
       "      <td>近三月交易有断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>68</td>\n",
       "      <td>出口</td>\n",
       "      <td>集装袋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区狮山联生塑料五金厂</th>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>B</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>80</td>\n",
       "      <td>租赁42600</td>\n",
       "      <td>1</td>\n",
       "      <td>91</td>\n",
       "      <td>101</td>\n",
       "      <td>...</td>\n",
       "      <td>298</td>\n",
       "      <td>no</td>\n",
       "      <td>有间断</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>57</td>\n",
       "      <td>中小型客户</td>\n",
       "      <td>PE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市南璋颜料有限公司</th>\n",
       "      <td>11.5</td>\n",
       "      <td>50</td>\n",
       "      <td>A</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>40</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>0</td>\n",
       "      <td>88</td>\n",
       "      <td>98</td>\n",
       "      <td>...</td>\n",
       "      <td>402.86</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>47</td>\n",
       "      <td>电缆电线厂</td>\n",
       "      <td>pvc加工助剂及辅料</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                注册时间（年） 实收资本（万） A类(产业园)；B类（非产业园） 是否有实控人变更、是否存在减资。（是/否）  \\\n",
       "无锡国友塑料制品有限公司          6     200                A                    no   \n",
       "砀山县雁发塑胶制品有限公司        15     500                A                    no   \n",
       "宜兴市海燕塑料制品有限公司         5     280                A                    no   \n",
       "佛山市南海区狮山联生塑料五金厂       5      30                B                    no   \n",
       "深圳市南璋颜料有限公司        11.5      50                A                    no   \n",
       "\n",
       "                分支机构（是/否） 员工人数 厂房自有或是租赁㎡ 商标专利 资产负债率%（1） 流动比率%（1）     ...      \\\n",
       "无锡国友塑料制品有限公司           no   30    租赁2500    0        47      121     ...       \n",
       "砀山县雁发塑胶制品有限公司          no  100    自有8000    1        14      NaN     ...       \n",
       "宜兴市海燕塑料制品有限公司          no   80    租赁9000    1        67      107     ...       \n",
       "佛山市南海区狮山联生塑料五金厂        no   80   租赁42600    1        91      101     ...       \n",
       "深圳市南璋颜料有限公司            no   40    租赁2000    0        88       98     ...       \n",
       "\n",
       "                交易量（单位：吨） 采购稳定性（交易量连续2个月月均下滑30%）      交易频率 领导人信用记（优秀、良好、差）  \\\n",
       "无锡国友塑料制品有限公司           69                      0         0               无   \n",
       "砀山县雁发塑胶制品有限公司         262                     no       4个月               无   \n",
       "宜兴市海燕塑料制品有限公司         687                     no  近三月交易有断档               无   \n",
       "佛山市南海区狮山联生塑料五金厂       298                     no       有间断               无   \n",
       "深圳市南璋颜料有限公司        402.86                 交易截止1月    交易截止1月               无   \n",
       "\n",
       "                企业征信 涉诉信息 逾期历史（次数）  评分                 下游客户情况        主营品类  \n",
       "无锡国友塑料制品有限公司     NaN    0      NaN  38                  中小型客户         塑料桶  \n",
       "砀山县雁发塑胶制品有限公司     正常    0        2  72  农药瓶，安徽省化工研究院  、合肥星宇化学          PE  \n",
       "宜兴市海燕塑料制品有限公司     正常    0        7  68                     出口         集装袋  \n",
       "佛山市南海区狮山联生塑料五金厂   正常    0        0  57                  中小型客户          PE  \n",
       "深圳市南璋颜料有限公司       正常    0        6  47                  电缆电线厂  pvc加工助剂及辅料  \n",
       "\n",
       "[5 rows x 35 columns]"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#核对后的数据\n",
    "data = pd.read_excel('./data/A_scores_check.xlsx',header=0,index_col=0)\n",
    "data = data.T\n",
    "\n",
    "#核对信息,平台信息\n",
    "d1 = pd.read_excel('./data/consumer_info.xlsx',header=1,encoding='utf-8')\n",
    "tmp = d1[[u'下游客户情况',u'主营品类']]\n",
    "d2 = data.merge(tmp,left_index=True,right_index=True,how='left')\n",
    "d2.to_excel('./data/featurs_v2.xlsx')\n",
    "d2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>注册时间（年）</th>\n",
       "      <th>实收资本（万）</th>\n",
       "      <th>A类(产业园)；B类（非产业园）</th>\n",
       "      <th>注册资本变更</th>\n",
       "      <th>法人变更</th>\n",
       "      <th>分支机构（是/否）</th>\n",
       "      <th>员工人数</th>\n",
       "      <th>厂房自有或是租赁㎡</th>\n",
       "      <th>商标专利</th>\n",
       "      <th>资产负债率%（1）</th>\n",
       "      <th>...</th>\n",
       "      <th>采购稳定性（交易量连续2个月月均下滑30%）</th>\n",
       "      <th>交易频率</th>\n",
       "      <th>领导人信用记（优秀、良好、差）</th>\n",
       "      <th>企业征信</th>\n",
       "      <th>涉诉信息</th>\n",
       "      <th>逾期历史（次数）</th>\n",
       "      <th>评分</th>\n",
       "      <th>下游客户情况</th>\n",
       "      <th>index</th>\n",
       "      <th>合计</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7.0</td>\n",
       "      <td>200.000</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁2500</td>\n",
       "      <td>0</td>\n",
       "      <td>47.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>38.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>无锡国友塑料制品有限公司</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>16.0</td>\n",
       "      <td>500.000</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>自有8000</td>\n",
       "      <td>1</td>\n",
       "      <td>14.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>4个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>砀山县雁发塑胶制品有限公司</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>7.0</td>\n",
       "      <td>280.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>80</td>\n",
       "      <td>租赁9000</td>\n",
       "      <td>1</td>\n",
       "      <td>67.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>近三月交易有断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>出口</td>\n",
       "      <td>宜兴市海燕塑料制品有限公司</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5.5</td>\n",
       "      <td>30.000</td>\n",
       "      <td>B</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>80</td>\n",
       "      <td>租赁42600</td>\n",
       "      <td>1</td>\n",
       "      <td>91.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>有间断</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>佛山市南海区狮山联生塑料五金厂</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>11.5</td>\n",
       "      <td>50.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>40</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>0</td>\n",
       "      <td>88.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>深圳市南璋颜料有限公司</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>12.0</td>\n",
       "      <td>183.700</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁4000</td>\n",
       "      <td>1</td>\n",
       "      <td>91.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>5个月</td>\n",
       "      <td>无</td>\n",
       "      <td>欠息</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>佛山市南海辉煌塑料有限公司</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>4.0</td>\n",
       "      <td>30.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>自有3000</td>\n",
       "      <td>0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>2月有断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>中山市新展塑料制品有限公司</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>10.0</td>\n",
       "      <td>101.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁30000</td>\n",
       "      <td>1</td>\n",
       "      <td>86.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>市政工程</td>\n",
       "      <td>四会市塑利莱科技有限公司</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>13.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>租赁1000</td>\n",
       "      <td>1</td>\n",
       "      <td>15.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>中山市威塑建材有限公司</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2.0</td>\n",
       "      <td>750.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁80000</td>\n",
       "      <td>0</td>\n",
       "      <td>24.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>5月断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>惠州俊儿塑料科技有限公司</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>11.0</td>\n",
       "      <td>103.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁10000</td>\n",
       "      <td>1</td>\n",
       "      <td>95.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>连续7个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>珠海三樱日用品有限公司</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.0</td>\n",
       "      <td>264.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>10</td>\n",
       "      <td>租赁200</td>\n",
       "      <td>0</td>\n",
       "      <td>71.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>东莞颜专塑料贸易有限公司</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10.0</td>\n",
       "      <td>30.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>20</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>1</td>\n",
       "      <td>77.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>市政工程</td>\n",
       "      <td>佛山市高筑瓦业有限公司</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>7.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁40000</td>\n",
       "      <td>0</td>\n",
       "      <td>91.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>断了1月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>东莞市海德塑胶制品有限公司</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>11.0</td>\n",
       "      <td>300.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>90</td>\n",
       "      <td>租赁740</td>\n",
       "      <td>0</td>\n",
       "      <td>40.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>5个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>62.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>中山市新隆电器有限公司</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>9.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>40</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>0</td>\n",
       "      <td>84.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>无</td>\n",
       "      <td>欠息</td>\n",
       "      <td>0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>深圳市利华亿塑胶有限公司</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>12.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>0</td>\n",
       "      <td>95.00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>东莞市泉兴塑胶有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1300.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>200</td>\n",
       "      <td>租赁20000</td>\n",
       "      <td>1</td>\n",
       "      <td>67.30</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>12</td>\n",
       "      <td>无</td>\n",
       "      <td>欠息</td>\n",
       "      <td>1</td>\n",
       "      <td>65.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>中小微企业</td>\n",
       "      <td>广东祥利塑料有限公司</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>6.0</td>\n",
       "      <td>200.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>自有6000</td>\n",
       "      <td>1</td>\n",
       "      <td>54.00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>常州艾普科汽车部件制造有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>11.0</td>\n",
       "      <td>150.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁10000</td>\n",
       "      <td>1</td>\n",
       "      <td>86.70</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>1月有断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>中小微企业</td>\n",
       "      <td>佛山市顺德区瑞良塑料制品有限公司</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>12.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>1</td>\n",
       "      <td>61.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止4月</td>\n",
       "      <td>交易截止4月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>50.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>深圳市三丰电子有限公司</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>9.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁2500</td>\n",
       "      <td>0</td>\n",
       "      <td>92.26</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>45.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>深圳市鼎宇电业科技有限公司</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>11.0</td>\n",
       "      <td>500.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁8000</td>\n",
       "      <td>1</td>\n",
       "      <td>43.89</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>二季度直到6月才产生交易</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>开平市源成达塑胶制品有限公司</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>5.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>45</td>\n",
       "      <td>租赁5000</td>\n",
       "      <td>0</td>\n",
       "      <td>93.67</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>4/5月断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>东莞市塑兴塑胶制品有限公司</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>8.0</td>\n",
       "      <td>3000.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>70</td>\n",
       "      <td>租赁10000</td>\n",
       "      <td>1</td>\n",
       "      <td>81.70</td>\n",
       "      <td>...</td>\n",
       "      <td>6月发生交易，3、4、5无交易</td>\n",
       "      <td>6月发生交易，3、4、5无交易</td>\n",
       "      <td>无</td>\n",
       "      <td>欠息</td>\n",
       "      <td>1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>东莞市诚宝塑胶实业有限公司</td>\n",
       "      <td>15.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>16.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>20</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>0</td>\n",
       "      <td>60.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>无</td>\n",
       "      <td>关注</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>佛山市南海区松岗明珠塑料有限公司</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>12.5</td>\n",
       "      <td>201.000</td>\n",
       "      <td>B</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁6000</td>\n",
       "      <td>1</td>\n",
       "      <td>83.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>广州市锐博新材料有限公司</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>13.0</td>\n",
       "      <td>182.000</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁4000</td>\n",
       "      <td>1</td>\n",
       "      <td>56.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.4.3下滑正好月均30%</td>\n",
       "      <td>连续到上年10月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>中山市通力塑料制品有限公司</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>13.5</td>\n",
       "      <td>1000.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>0</td>\n",
       "      <td>68.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>无</td>\n",
       "      <td>欠息</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>深圳市深龙信塑胶有限公司</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>21.0</td>\n",
       "      <td>100.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>40</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>0</td>\n",
       "      <td>82.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>间断</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.5</td>\n",
       "      <td>大中企业</td>\n",
       "      <td>东莞市喜星塑胶泡棉制品有限公司</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>18.0</td>\n",
       "      <td>60.000</td>\n",
       "      <td>B</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>80</td>\n",
       "      <td>自有10000</td>\n",
       "      <td>yes</td>\n",
       "      <td>69.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>太仓沪太塑料制品有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>8.0</td>\n",
       "      <td>200.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>240</td>\n",
       "      <td>租赁16000</td>\n",
       "      <td>yes</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>断了一月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州蓝尔迪塑料制品有限公司</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>11.0</td>\n",
       "      <td>100.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>20</td>\n",
       "      <td>租赁1500</td>\n",
       "      <td>no</td>\n",
       "      <td>91.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>交易截止1月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>深圳市盛创塑胶制品有限公司</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3633.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>700</td>\n",
       "      <td>自有160000</td>\n",
       "      <td>yes</td>\n",
       "      <td>77.29</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>2/3/4断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>64.5</td>\n",
       "      <td>市政工程</td>\n",
       "      <td>广东深联实业有限公司</td>\n",
       "      <td>62.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1000.000</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>150</td>\n",
       "      <td>自有2000</td>\n",
       "      <td>no</td>\n",
       "      <td>48.00</td>\n",
       "      <td>...</td>\n",
       "      <td>F</td>\n",
       "      <td>1个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>58.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>东莞市骏瑞橡塑材料有限公司</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.0</td>\n",
       "      <td>100.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>no</td>\n",
       "      <td>83.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>大中企业</td>\n",
       "      <td>东莞市鸿友包装材料有限公司</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>16.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>200</td>\n",
       "      <td>租赁12000</td>\n",
       "      <td>no</td>\n",
       "      <td>86.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>东莞市荣辉塑料粒有限公司</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>8.0</td>\n",
       "      <td>51.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>20</td>\n",
       "      <td>租赁1500</td>\n",
       "      <td>无</td>\n",
       "      <td>46.00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无锡市玉西薄膜有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1.5</td>\n",
       "      <td>300.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>自有1000</td>\n",
       "      <td>no</td>\n",
       "      <td>63.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>佛山市美叶塑胶制品有限公司</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1000.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>300</td>\n",
       "      <td>自有80000</td>\n",
       "      <td>有</td>\n",
       "      <td>92.00</td>\n",
       "      <td>...</td>\n",
       "      <td>yes</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>关注</td>\n",
       "      <td>0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>57.5</td>\n",
       "      <td>自营</td>\n",
       "      <td>深圳市秋叶原实业有限公司</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1030.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>90</td>\n",
       "      <td>自有10000</td>\n",
       "      <td>有</td>\n",
       "      <td>64.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>1/3月断档</td>\n",
       "      <td>无</td>\n",
       "      <td>不良</td>\n",
       "      <td>1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>市政工程</td>\n",
       "      <td>广东四维塑业股份有限公司</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>12.0</td>\n",
       "      <td>156.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>60</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>no</td>\n",
       "      <td>74.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>50.5</td>\n",
       "      <td>大中企业</td>\n",
       "      <td>珠海江山塑料有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>13.0</td>\n",
       "      <td>600.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>300</td>\n",
       "      <td>自有10000</td>\n",
       "      <td>yes</td>\n",
       "      <td>87.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2月以后无交易</td>\n",
       "      <td>2月以后无交易</td>\n",
       "      <td>无</td>\n",
       "      <td>关注</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>广州市瑞琪牛津布有限公司</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>7.0</td>\n",
       "      <td>60.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>60</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>no</td>\n",
       "      <td>77.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4月开始无交易</td>\n",
       "      <td>4月开始无交易</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>东莞市闽丰塑胶制品有限公司</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>9.0</td>\n",
       "      <td>100.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>60</td>\n",
       "      <td>自有7000</td>\n",
       "      <td>1</td>\n",
       "      <td>83.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2月开始无交易</td>\n",
       "      <td>NaN</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>53.5</td>\n",
       "      <td>市政工程</td>\n",
       "      <td>广州市奔月塑胶材料有限公司</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>4.0</td>\n",
       "      <td>200.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>20</td>\n",
       "      <td>租赁1500</td>\n",
       "      <td>0</td>\n",
       "      <td>55.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>惠州市中泰新材料有限公司</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>12.0</td>\n",
       "      <td>3996.760</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>60</td>\n",
       "      <td>自有30000</td>\n",
       "      <td>1</td>\n",
       "      <td>76.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>1月断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>65.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>惠州俊豪塑料发展有限公司</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1362.500</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>700</td>\n",
       "      <td>自有23000</td>\n",
       "      <td>1</td>\n",
       "      <td>92.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>有断</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>4</td>\n",
       "      <td>13.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>自营</td>\n",
       "      <td>中山市爱马仕洁具有限公司</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>9.0</td>\n",
       "      <td>40.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁2000</td>\n",
       "      <td>0</td>\n",
       "      <td>57.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>太仓市波兴塑料制品有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>8.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>70</td>\n",
       "      <td>自有8000</td>\n",
       "      <td>0</td>\n",
       "      <td>94.00</td>\n",
       "      <td>...</td>\n",
       "      <td>yes</td>\n",
       "      <td>长期合作但零星购买</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>东莞市长源塑胶制品有限公司</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>4.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>10</td>\n",
       "      <td>自有400</td>\n",
       "      <td>0</td>\n",
       "      <td>87.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>交易截止3月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>东莞市瑞利贝塑胶电子制品有限公司</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁15000</td>\n",
       "      <td>0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.5</td>\n",
       "      <td>大中企业</td>\n",
       "      <td>东莞市环泰塑胶包装制品有限公司</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>16.0</td>\n",
       "      <td>150.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>1</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>断了一个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>63.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>佛山市南海区狮山润泉实业有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>7.0</td>\n",
       "      <td>50.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>否</td>\n",
       "      <td>否</td>\n",
       "      <td>10</td>\n",
       "      <td>租赁1000</td>\n",
       "      <td>0</td>\n",
       "      <td>71.00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>东莞市丰年塑胶制品有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>6.0</td>\n",
       "      <td>100.000</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>40</td>\n",
       "      <td>租赁6000</td>\n",
       "      <td>0</td>\n",
       "      <td>77.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>49.5</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>佛山市顺元塑胶制品有限公司</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>5.0</td>\n",
       "      <td>100.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>租赁8000</td>\n",
       "      <td>0</td>\n",
       "      <td>84.00</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>4个月（之后断了一个月）</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州佳昊实业有限公司</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>16.0</td>\n",
       "      <td>4036.440</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁40000</td>\n",
       "      <td>1</td>\n",
       "      <td>33.00</td>\n",
       "      <td>...</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>交易截止2月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>市政工程</td>\n",
       "      <td>中山南荣塑胶机械工业有限公司</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1000.000</td>\n",
       "      <td>B</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>300</td>\n",
       "      <td>自有38000</td>\n",
       "      <td>1</td>\n",
       "      <td>25.00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阳江市顺和工业有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>4.0</td>\n",
       "      <td>200.000</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>160</td>\n",
       "      <td>自有18000</td>\n",
       "      <td>0</td>\n",
       "      <td>90.00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>东莞市佳成塑胶科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>12.0</td>\n",
       "      <td>330.796</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>50</td>\n",
       "      <td>租赁3000</td>\n",
       "      <td>0</td>\n",
       "      <td>50.81</td>\n",
       "      <td>...</td>\n",
       "      <td>yes</td>\n",
       "      <td>今年4月到去年11月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>63.5</td>\n",
       "      <td>大中企业</td>\n",
       "      <td>太仓京润塑料制品有限公司</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    注册时间（年）   实收资本（万） A类(产业园)；B类（非产业园） 注册资本变更 法人变更 分支机构（是/否）  员工人数 厂房自有或是租赁㎡  \\\n",
       "20      7.0   200.000                A     增资   no        no    30    租赁2500   \n",
       "8      16.0   500.000                A     增资   no        no   100    自有8000   \n",
       "21      7.0   280.000                A    NaN   no        no    80    租赁9000   \n",
       "11      5.5    30.000                B     增资   no        no    80   租赁42600   \n",
       "56     11.5    50.000                A    NaN   no        no    40    租赁2000   \n",
       "25     12.0   183.700                A     增资   no        no    30    租赁4000   \n",
       "37      4.0    30.000                A    NaN   no        no    50    自有3000   \n",
       "60     10.0   101.000                A    NaN   no        no   100   租赁30000   \n",
       "62     13.0    50.000                B    NaN   no        no    10    租赁1000   \n",
       "31      2.0   750.000                B    NaN   no        no   100   租赁80000   \n",
       "22     11.0   103.000                B    NaN   no        no   100   租赁10000   \n",
       "4       8.0   264.000                B    NaN   no       yes    10     租赁200   \n",
       "5      10.0    30.000                A    NaN   no        no    20    租赁3000   \n",
       "0       7.0    50.000                B    NaN   no        no   100   租赁40000   \n",
       "38     11.0   300.000                B    NaN   no        no    90     租赁740   \n",
       "55      9.0    50.000                B    NaN   no        no    40    租赁2000   \n",
       "65     12.0    50.000                B    NaN   no        no    50    租赁3000   \n",
       "29     17.0  1300.000                A    NaN   no        no   200   租赁20000   \n",
       "65      6.0   200.000                A    NaN  yes        no    50    自有6000   \n",
       "30     11.0   150.000                A    NaN   no       yes   100   租赁10000   \n",
       "57     12.0    50.000                A    NaN   no        no    50    租赁2000   \n",
       "54      9.0    50.000                A    NaN   no        no    30    租赁2500   \n",
       "40     11.0   500.000                B    NaN   no        no   100    租赁8000   \n",
       "44      5.0    50.000                A     增资   no        no    45    租赁5000   \n",
       "33      8.0  3000.000                A    NaN   no        no    70   租赁10000   \n",
       "51     16.0    50.000                B    NaN   no        no    20    租赁3000   \n",
       "52     12.5   201.000                B     增资   no        no    30    租赁6000   \n",
       "41     13.0   182.000                A     增资   no       yes   100    租赁4000   \n",
       "58     13.5  1000.000                B    NaN   no        no    50    租赁2000   \n",
       "3      21.0   100.000                B    NaN  yes        no    40    租赁2000   \n",
       "..      ...       ...              ...    ...  ...       ...   ...       ...   \n",
       "65     18.0    60.000                B     增资   no       yes    80   自有10000   \n",
       "14      8.0   200.000                A    NaN   no        no   240   租赁16000   \n",
       "59     11.0   100.000                B    NaN   no        no    20    租赁1500   \n",
       "36      6.0  3633.000                A    NaN   no        no   700  自有160000   \n",
       "2       9.0  1000.000                A     增资   no       yes   150    自有2000   \n",
       "1       4.0   100.000                B    NaN   no        no    50    租赁3000   \n",
       "47     16.0    50.000                A    NaN   no        no   200   租赁12000   \n",
       "65      8.0    51.000                B    NaN   no        no    20    租赁1500   \n",
       "50      1.5   300.000                B    NaN   no        no    10    自有1000   \n",
       "42     16.0  1000.000                A    NaN   no        no   300   自有80000   \n",
       "35     18.0  1030.000                B    NaN   no       yes    90   自有10000   \n",
       "65     12.0   156.000                B    NaN   no        no    60    租赁3000   \n",
       "34     13.0   600.000                B    NaN   no       yes   300   自有10000   \n",
       "45      7.0    60.000                B    NaN   no        no    60    租赁3000   \n",
       "32      9.0   100.000                B    NaN   no        no    60    自有7000   \n",
       "53      4.0   200.000                B    NaN   no        no    20    租赁1500   \n",
       "15     12.0  3996.760                B    NaN   no        no    60   自有30000   \n",
       "7      15.0  1362.500                A     增资   no        no   700   自有23000   \n",
       "65      9.0    40.000                B    NaN   no        no    30    租赁2000   \n",
       "43      8.0    50.000                B    NaN   no        no    70    自有8000   \n",
       "48      4.0    50.000                B     增资   no        no    10     自有400   \n",
       "9       6.0    50.000                B    NaN   no        no    50   租赁15000   \n",
       "65     16.0   150.000                A    NaN   no       yes    50    租赁3000   \n",
       "65      7.0    50.000                B    NaN    否         否    10    租赁1000   \n",
       "13      6.0   100.000                A     增资   no        no    40    租赁6000   \n",
       "6       5.0   100.000                B    NaN  yes        no   100    租赁8000   \n",
       "61     16.0  4036.440                A    NaN   no        no    50   租赁40000   \n",
       "65     20.0  1000.000                B    NaN   no        no   300   自有38000   \n",
       "65      4.0   200.000                A    NaN   no        no   160   自有18000   \n",
       "18     12.0   330.796                A    NaN  yes        no    50    租赁3000   \n",
       "\n",
       "   商标专利  资产负债率%（1）  ...   采购稳定性（交易量连续2个月月均下滑30%）             交易频率  \\\n",
       "20    0      47.00  ...                        0                0   \n",
       "8     1      14.00  ...                       no              4个月   \n",
       "21    1      67.00  ...                       no         近三月交易有断档   \n",
       "11    1      91.00  ...                       no              有间断   \n",
       "56    0      88.00  ...                   交易截止1月           交易截止1月   \n",
       "25    1      91.00  ...                       no              5个月   \n",
       "37    0      90.00  ...                       no            2月有断档   \n",
       "60    1      86.00  ...                   交易截止3月           交易截止3月   \n",
       "62    1      15.00  ...                   交易截止2月           交易截止2月   \n",
       "31    0      24.00  ...                       no             5月断档   \n",
       "22    1      95.00  ...                       no            连续7个月   \n",
       "4     0      71.00  ...                        0                0   \n",
       "5     1      77.00  ...                       no                0   \n",
       "0     0      91.00  ...                       no             断了1月   \n",
       "38    0      40.00  ...                       no              5个月   \n",
       "55    0      84.00  ...                   交易截止1月           交易截止1月   \n",
       "65    0      95.00  ...                      NaN              NaN   \n",
       "29    1      67.30  ...                       no               12   \n",
       "65    1      54.00  ...                      NaN              NaN   \n",
       "30    1      86.70  ...                       no            1月有断档   \n",
       "57    1      61.00  ...                   交易截止4月           交易截止4月   \n",
       "54    0      92.26  ...                   交易截止3月           交易截止3月   \n",
       "40    1      43.89  ...                       no     二季度直到6月才产生交易   \n",
       "44    0      93.67  ...                       no           4/5月断档   \n",
       "33    1      81.70  ...          6月发生交易，3、4、5无交易  6月发生交易，3、4、5无交易   \n",
       "51    0      60.00  ...                   交易截止2月           交易截止2月   \n",
       "52    1      83.00  ...                   交易截止3月           交易截止3月   \n",
       "41    1      56.00  ...           5.4.3下滑正好月均30%         连续到上年10月   \n",
       "58    0      68.00  ...                   交易截止3月           交易截止3月   \n",
       "3     0      82.00  ...                       no               间断   \n",
       "..  ...        ...  ...                      ...              ...   \n",
       "65  yes      69.00  ...                        0                0   \n",
       "14  yes      90.00  ...                        0             断了一月   \n",
       "59   no      91.00  ...                   交易截止1月           交易截止1月   \n",
       "36  yes      77.29  ...                       no          2/3/4断档   \n",
       "2    no      48.00  ...                        F              1个月   \n",
       "1    no      83.00  ...                       no                0   \n",
       "47   no      86.00  ...                   交易截止2月           交易截止2月   \n",
       "65    无      46.00  ...                      NaN              NaN   \n",
       "50   no      63.00  ...                   交易截止3月           交易截止3月   \n",
       "42    有      92.00  ...                      yes                0   \n",
       "35    有      64.00  ...                       no           1/3月断档   \n",
       "65   no      74.00  ...                        0                0   \n",
       "34  yes      87.00  ...                  2月以后无交易          2月以后无交易   \n",
       "45   no      77.00  ...                  4月开始无交易          4月开始无交易   \n",
       "32    1      83.00  ...                  2月开始无交易              NaN   \n",
       "53    0      55.00  ...                   交易截止2月           交易截止2月   \n",
       "15    1      76.00  ...                       no             1月断档   \n",
       "7     1      92.00  ...                       no               有断   \n",
       "65    0      57.00  ...                        0                0   \n",
       "43    0      94.00  ...                      yes        长期合作但零星购买   \n",
       "48    0      87.00  ...                   交易截止3月           交易截止3月   \n",
       "9     0      90.00  ...                        0                0   \n",
       "65    1      90.00  ...                       no            断了一个月   \n",
       "65    0      71.00  ...                      NaN              NaN   \n",
       "13    0      77.00  ...                        0                0   \n",
       "6     0      84.00  ...                       no     4个月（之后断了一个月）   \n",
       "61    1      33.00  ...                   交易截止2月           交易截止2月   \n",
       "65    1      25.00  ...                      NaN              NaN   \n",
       "65    0      90.00  ...                      NaN              NaN   \n",
       "18    0      50.81  ...                      yes       今年4月到去年11月   \n",
       "\n",
       "    领导人信用记（优秀、良好、差）  企业征信  涉诉信息 逾期历史（次数）    评分  下游客户情况             index    合计  \n",
       "20                无    正常     0      NaN  38.0    中小企业      无锡国友塑料制品有限公司   1.0  \n",
       "8                 无    正常     0      2.0  72.0    中小企业     砀山县雁发塑胶制品有限公司   3.0  \n",
       "21                无    正常     0      7.0  68.0      出口     宜兴市海燕塑料制品有限公司   7.0  \n",
       "11                无    正常     0      0.0  57.0    中小企业   佛山市南海区狮山联生塑料五金厂   3.0  \n",
       "56                无    正常     0      6.0  47.0    中小企业       深圳市南璋颜料有限公司   6.0  \n",
       "25                无    欠息     1      1.0  68.0    中小企业     佛山市南海辉煌塑料有限公司   1.0  \n",
       "37                无    正常     0      7.0  68.0    中小企业     中山市新展塑料制品有限公司   7.0  \n",
       "60                无    正常     0      1.0  54.0    市政工程      四会市塑利莱科技有限公司   1.0  \n",
       "62                无    正常     0      NaN  37.5    中小企业       中山市威塑建材有限公司   0.0  \n",
       "31                无    正常     0      6.0  48.5    中小企业      惠州俊儿塑料科技有限公司   6.0  \n",
       "22                无    正常     0      9.0  59.5    中小企业       珠海三樱日用品有限公司  14.0  \n",
       "4                 无    正常     0      4.0  42.5    中小企业      东莞颜专塑料贸易有限公司   4.0  \n",
       "5                 无    正常     1     11.0  59.0    市政工程       佛山市高筑瓦业有限公司  12.0  \n",
       "0                 无    正常     0      3.0  60.5     NaN     东莞市海德塑胶制品有限公司   3.0  \n",
       "38                无    正常     0     13.0  62.5    中小企业       中山市新隆电器有限公司  13.0  \n",
       "55                无    欠息     0      9.0  46.0    中小企业      深圳市利华亿塑胶有限公司   9.0  \n",
       "65              NaN   NaN     0      NaN  78.0     NaN       东莞市泉兴塑胶有限公司   NaN  \n",
       "29                无    欠息     1     65.0  60.0   中小微企业        广东祥利塑料有限公司  65.0  \n",
       "65              NaN   NaN     0      NaN  61.0     NaN   常州艾普科汽车部件制造有限公司   NaN  \n",
       "30                无    正常     0      5.0  60.0   中小微企业  佛山市顺德区瑞良塑料制品有限公司   5.0  \n",
       "57                无    正常     0     19.0  50.5    中小企业       深圳市三丰电子有限公司  19.0  \n",
       "54                无    正常     0      4.0  45.5    中小企业     深圳市鼎宇电业科技有限公司   4.0  \n",
       "40                无    正常     0     12.0  60.0    中小企业    开平市源成达塑胶制品有限公司  12.0  \n",
       "44                无    正常     1     12.0  54.5    中小企业     东莞市塑兴塑胶制品有限公司  12.0  \n",
       "33                无    欠息     1     15.0  60.0    中小企业     东莞市诚宝塑胶实业有限公司  15.0  \n",
       "51                无    关注     0      6.0  51.0    中小企业  佛山市南海区松岗明珠塑料有限公司   6.0  \n",
       "52                无    正常     1      NaN  44.5    中小企业      广州市锐博新材料有限公司   0.0  \n",
       "41                无    正常     2      1.0  71.0    中小企业     中山市通力塑料制品有限公司   1.0  \n",
       "58                无    欠息     1      NaN  48.0    中小企业      深圳市深龙信塑胶有限公司   0.0  \n",
       "3                 无    正常     0      1.0  48.5    大中企业   东莞市喜星塑胶泡棉制品有限公司   1.0  \n",
       "..              ...   ...   ...      ...   ...     ...               ...   ...  \n",
       "65                无    正常     0      NaN  48.0    中小企业      太仓沪太塑料制品有限公司   NaN  \n",
       "14                无    正常     1      3.0  56.0     NaN     广州蓝尔迪塑料制品有限公司   3.0  \n",
       "59                无    正常     0      5.0  52.0    中小企业     深圳市盛创塑胶制品有限公司   5.0  \n",
       "36                无    正常     0     62.0  64.5    市政工程        广东深联实业有限公司  62.0  \n",
       "2                 无    正常     0      4.0  58.5     NaN     东莞市骏瑞橡塑材料有限公司   4.0  \n",
       "1                 无    正常     0      7.0  59.0    大中企业     东莞市鸿友包装材料有限公司   8.0  \n",
       "47                无    正常     2      NaN  51.5    中小企业      东莞市荣辉塑料粒有限公司   0.0  \n",
       "65              NaN   NaN     0      NaN  55.5     NaN       无锡市玉西薄膜有限公司   NaN  \n",
       "50                无    正常     0      NaN  48.5    中小企业     佛山市美叶塑胶制品有限公司   0.0  \n",
       "42                无    关注     0     39.0  57.5      自营      深圳市秋叶原实业有限公司  39.0  \n",
       "35                无    不良     1     11.0  66.5    市政工程      广东四维塑业股份有限公司  11.0  \n",
       "65                无    正常     1      8.0  50.5    大中企业        珠海江山塑料有限公司   NaN  \n",
       "34                无    关注     1      7.0  61.0    中小企业      广州市瑞琪牛津布有限公司   7.0  \n",
       "45                无    正常     0     17.0  41.0    中小企业     东莞市闽丰塑胶制品有限公司  17.0  \n",
       "32                无    正常     0     11.0  53.5    市政工程     广州市奔月塑胶材料有限公司  11.0  \n",
       "53                无    正常     0      1.0  55.5    中小企业      惠州市中泰新材料有限公司   1.0  \n",
       "15                无    正常     1      5.0  65.5    中小企业      惠州俊豪塑料发展有限公司   5.0  \n",
       "7                 无    正常     4     13.0  62.0      自营      中山市爱马仕洁具有限公司  16.0  \n",
       "65                无    正常     0      NaN  37.0     NaN     太仓市波兴塑料制品有限公司   NaN  \n",
       "43                无    正常     1      4.0  42.0    中小企业     东莞市长源塑胶制品有限公司   4.0  \n",
       "48                无    正常     0     16.0  38.0    中小企业  东莞市瑞利贝塑胶电子制品有限公司  16.0  \n",
       "9                 无    正常     2      0.0  42.5    大中企业   东莞市环泰塑胶包装制品有限公司   1.0  \n",
       "65                无    正常     0      4.0  63.5    中小企业  佛山市南海区狮山润泉实业有限公司   NaN  \n",
       "65              NaN   NaN     0      NaN  67.0     NaN     东莞市丰年塑胶制品有限公司   NaN  \n",
       "13                无    正常     0      0.0  49.5    中小企业     佛山市顺元塑胶制品有限公司   0.0  \n",
       "6                 无   NaN     0     11.0  59.0     NaN        广州佳昊实业有限公司  14.0  \n",
       "61                无    正常     0      2.0  54.0    市政工程    中山南荣塑胶机械工业有限公司   2.0  \n",
       "65              NaN   NaN     0      NaN  65.0     NaN       阳江市顺和工业有限公司   NaN  \n",
       "65              NaN   NaN     0      NaN  61.0     NaN     东莞市佳成塑胶科技有限公司   NaN  \n",
       "18                无    正常     0      6.0  63.5    大中企业      太仓京润塑料制品有限公司   6.0  \n",
       "\n",
       "[65 rows x 36 columns]"
      ]
     },
     "execution_count": 255,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#核对逾期数据\n",
    "# d3=pd.read_excel('./data/consumer_info.xlsx',sheetname=2)\n",
    "# data = pd.read_excel('./data/featurs_v2.xlsx',header=0,index_col=0)\n",
    "# data.merge(right=d3[u'合计'].reset_index(),left_index=True,right_on='index',how='left').to_excel('./data/feature_v3.xlsx',index=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据标准化-基础特征统计\n",
    "- 注册地址，分支机构，商标专利，采用onehot编码\n",
    "- 财务状况统一用百分比。\t\n",
    "- 企业征信数据：\n",
    "- 企业贷款三种情况：有贷款（企业征信：正常，欠息，关注，不良），无贷款，无征信报告\n",
    "- 下游客户情况统一为：中小微企业，中小企业，自营，市政工程，大中企业，出口\n",
    "- 归一化，onehot编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>注册时间</th>\n",
       "      <th>实收资本</th>\n",
       "      <th>注册地址</th>\n",
       "      <th>注册资本变更</th>\n",
       "      <th>法人变更</th>\n",
       "      <th>分支机构</th>\n",
       "      <th>员工人数</th>\n",
       "      <th>厂房面积</th>\n",
       "      <th>商标专利</th>\n",
       "      <th>资产负债率</th>\n",
       "      <th>...</th>\n",
       "      <th>累计交易单数</th>\n",
       "      <th>交易量</th>\n",
       "      <th>采购稳定性</th>\n",
       "      <th>交易频率</th>\n",
       "      <th>领导人信用记</th>\n",
       "      <th>企业征信</th>\n",
       "      <th>涉诉信息</th>\n",
       "      <th>逾期历史</th>\n",
       "      <th>评分</th>\n",
       "      <th>下游客户情况</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>无锡国友塑料制品有限公司</th>\n",
       "      <td>7.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁2500</td>\n",
       "      <td>0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>69.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>中小企业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>砀山县雁发塑胶制品有限公司</th>\n",
       "      <td>16.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>自有8000</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>262.0</td>\n",
       "      <td>no</td>\n",
       "      <td>4个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>中小企业</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宜兴市海燕塑料制品有限公司</th>\n",
       "      <td>7.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>80</td>\n",
       "      <td>租赁9000</td>\n",
       "      <td>1</td>\n",
       "      <td>67.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>687.0</td>\n",
       "      <td>no</td>\n",
       "      <td>近三月交易有断档</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>出口</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               注册时间   实收资本 注册地址 注册资本变更 法人变更 分支机构  员工人数    厂房面积 商标专利  资产负债率  \\\n",
       "无锡国友塑料制品有限公司    7.0  200.0    A     增资   no   no    30  租赁2500    0   47.0   \n",
       "砀山县雁发塑胶制品有限公司  16.0  500.0    A     增资   no   no   100  自有8000    1   14.0   \n",
       "宜兴市海燕塑料制品有限公司   7.0  280.0    A    NaN   no   no    80  租赁9000    1   67.0   \n",
       "\n",
       "               ...    累计交易单数    交易量  采购稳定性      交易频率  领导人信用记  企业征信  涉诉信息  \\\n",
       "无锡国友塑料制品有限公司   ...         3   69.0      0         0       无   NaN     0   \n",
       "砀山县雁发塑胶制品有限公司  ...         8  262.0     no       4个月       无    正常     0   \n",
       "宜兴市海燕塑料制品有限公司  ...        20  687.0     no  近三月交易有断档       无    正常     0   \n",
       "\n",
       "               逾期历史    评分 下游客户情况  \n",
       "无锡国友塑料制品有限公司    1.0  38.0   中小企业  \n",
       "砀山县雁发塑胶制品有限公司   3.0  72.0   中小企业  \n",
       "宜兴市海燕塑料制品有限公司   7.0  68.0     出口  \n",
       "\n",
       "[3 rows x 34 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_excel('./data/feature_checked.xlsx')\n",
    "dic = {'no':0,u'无':0,'yes':1,u'有':1,u'否':0,u'是':1,1:1,0:0,'A':1,'B':0,'自有':1,'租赁':0}\n",
    "dic2 = {u'出口':4,u'市政工程':4,u'大中企业':4,u'中小企业':2,u'中小微企业':2,u'自营':1}\n",
    "dic3 = {u'正常':1,u'欠息':2,u'关注':3,u'不良':4}\n",
    "data.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>注册时间</th>\n",
       "      <th>实收资本</th>\n",
       "      <th>注册地址</th>\n",
       "      <th>注册资本变更</th>\n",
       "      <th>法人变更</th>\n",
       "      <th>分支机构</th>\n",
       "      <th>员工人数</th>\n",
       "      <th>厂房面积</th>\n",
       "      <th>商标专利</th>\n",
       "      <th>资产负债率</th>\n",
       "      <th>...</th>\n",
       "      <th>采购稳定性</th>\n",
       "      <th>交易频率</th>\n",
       "      <th>领导人信用记</th>\n",
       "      <th>企业征信</th>\n",
       "      <th>涉诉信息</th>\n",
       "      <th>逾期历史</th>\n",
       "      <th>评分</th>\n",
       "      <th>下游客户情况</th>\n",
       "      <th>厂房面积</th>\n",
       "      <th>场地归属</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>无锡国友塑料制品有限公司</th>\n",
       "      <td>7.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>30</td>\n",
       "      <td>租赁2500</td>\n",
       "      <td>0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>无</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>2500</td>\n",
       "      <td>租赁</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>砀山县雁发塑胶制品有限公司</th>\n",
       "      <td>16.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>A</td>\n",
       "      <td>增资</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>100</td>\n",
       "      <td>自有8000</td>\n",
       "      <td>1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>...</td>\n",
       "      <td>no</td>\n",
       "      <td>4个月</td>\n",
       "      <td>无</td>\n",
       "      <td>正常</td>\n",
       "      <td>0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>中小企业</td>\n",
       "      <td>8000</td>\n",
       "      <td>自有</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               注册时间   实收资本 注册地址 注册资本变更 法人变更 分支机构  员工人数    厂房面积 商标专利  资产负债率  \\\n",
       "无锡国友塑料制品有限公司    7.0  200.0    A     增资   no   no    30  租赁2500    0   47.0   \n",
       "砀山县雁发塑胶制品有限公司  16.0  500.0    A     增资   no   no   100  自有8000    1   14.0   \n",
       "\n",
       "              ...   采购稳定性  交易频率  领导人信用记  企业征信  涉诉信息  逾期历史    评分  下游客户情况  厂房面积  \\\n",
       "无锡国友塑料制品有限公司  ...       0     0       无   NaN     0   1.0  38.0    中小企业  2500   \n",
       "砀山县雁发塑胶制品有限公司 ...      no   4个月       无    正常     0   3.0  72.0    中小企业  8000   \n",
       "\n",
       "              场地归属  \n",
       "无锡国友塑料制品有限公司    租赁  \n",
       "砀山县雁发塑胶制品有限公司   自有  \n",
       "\n",
       "[2 rows x 36 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#拆分\n",
    "data['厂房面积']= data[u'厂房面积'].apply(lambda x:re.findall('(\\d+)',x)[0])\n",
    "data['场地归属'] = data[u'厂房面积'].apply(lambda x:'租赁' if u'租赁' in x else '自有')\n",
    "data.head(2)"
   ]
  },
  {
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   "metadata": {
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   "outputs": [
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       "      <th>东莞颜专塑料贸易有限公司</th>\n",
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       "      <th>东莞市海德塑胶制品有限公司</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>中山市新隆电器有限公司</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>广东祥利塑料有限公司</th>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>佛山市顺德区瑞良塑料制品有限公司</th>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
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       "      <th>深圳市三丰电子有限公司</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>深圳市鼎宇电业科技有限公司</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
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       "      <th>开平市源成达塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>东莞市塑兴塑胶制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>东莞市诚宝塑胶实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>佛山市南海区松岗明珠塑料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>广州市锐博新材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>中山市通力塑料制品有限公司</th>\n",
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       "      <th>东莞市喜星塑胶泡棉制品有限公司</th>\n",
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       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州蓝尔迪塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市盛创塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东深联实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市骏瑞橡塑材料有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市鸿友包装材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市荣辉塑料粒有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡市玉西薄膜有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市美叶塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市秋叶原实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东四维塑业股份有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠海江山塑料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市瑞琪牛津布有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市闽丰塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市奔月塑胶材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州市中泰新材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州俊豪塑料发展有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市爱马仕洁具有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓市波兴塑料制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市长源塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市瑞利贝塑胶电子制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市环泰塑胶包装制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区狮山润泉实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市丰年塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市顺元塑胶制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州佳昊实业有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山南荣塑胶机械工业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阳江市顺和工业有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市佳成塑胶科技有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓京润塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡贝特塑料电器有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  注册地址  注册资本变更  法人变更  分支机构  商标专利  场地租赁  场地自有  有无贷款  征信不良  \\\n",
       "无锡国友塑料制品有限公司         1       1     0     0   0.0     1     0   0.0     0   \n",
       "砀山县雁发塑胶制品有限公司        1       1     0     0   1.0     0     1   1.0     0   \n",
       "宜兴市海燕塑料制品有限公司        1       0     0     0   1.0     1     0   1.0     0   \n",
       "佛山市南海区狮山联生塑料五金厂      0       1     0     0   1.0     1     0   1.0     0   \n",
       "深圳市南璋颜料有限公司          1       0     0     0   0.0     1     0   1.0     0   \n",
       "佛山市南海辉煌塑料有限公司        1       1     0     0   1.0     1     0   1.0     0   \n",
       "中山市新展塑料制品有限公司        1       0     0     0   0.0     0     1   1.0     0   \n",
       "四会市塑利莱科技有限公司         1       0     0     0   1.0     1     0   1.0     0   \n",
       "中山市威塑建材有限公司          0       0     0     0   1.0     1     0   0.0     0   \n",
       "惠州俊儿塑料科技有限公司         0       0     0     0   0.0     1     0   0.0     0   \n",
       "珠海三樱日用品有限公司          0       0     0     0   1.0     1     0   1.0     0   \n",
       "东莞颜专塑料贸易有限公司         0       0     0     1   0.0     1     0   0.0     0   \n",
       "佛山市高筑瓦业有限公司          1       0     0     0   1.0     1     0   1.0     0   \n",
       "东莞市海德塑胶制品有限公司        0       0     0     0   0.0     1     0   0.0     0   \n",
       "中山市新隆电器有限公司          0       0     0     0   0.0     1     0   1.0     0   \n",
       "深圳市利华亿塑胶有限公司         0       0     0     0   0.0     1     0   1.0     0   \n",
       "东莞市泉兴塑胶有限公司          0       0     0     0   0.0     1     0   NaN     0   \n",
       "广东祥利塑料有限公司           1       0     0     0   1.0     1     0   1.0     0   \n",
       "常州艾普科汽车部件制造有限公司      1       0     1     0   1.0     0     1   NaN     0   \n",
       "佛山市顺德区瑞良塑料制品有限公司     1       0     0     1   1.0     1     0   1.0     0   \n",
       "深圳市三丰电子有限公司          1       0     0     0   1.0     1     0   0.0     0   \n",
       "深圳市鼎宇电业科技有限公司        1       0     0     0   0.0     1     0   0.0     0   \n",
       "开平市源成达塑胶制品有限公司       0       0     0     0   1.0     1     0   1.0     0   \n",
       "东莞市塑兴塑胶制品有限公司        1       1     0     0   0.0     1     0   1.0     0   \n",
       "东莞市诚宝塑胶实业有限公司        1       0     0     0   1.0     1     0   1.0     0   \n",
       "佛山市南海区松岗明珠塑料有限公司     0       0     0     0   0.0     1     0   1.0     0   \n",
       "广州市锐博新材料有限公司         0       1     0     0   1.0     1     0   0.0     0   \n",
       "中山市通力塑料制品有限公司        1       1     0     1   1.0     1     0   1.0     0   \n",
       "深圳市深龙信塑胶有限公司         0       0     0     0   0.0     1     0   1.0     0   \n",
       "东莞市喜星塑胶泡棉制品有限公司      0       0     1     0   0.0     1     0   0.0     0   \n",
       "...                ...     ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "广州蓝尔迪塑料制品有限公司        1       0     0     0   1.0     1     0   1.0     0   \n",
       "深圳市盛创塑胶制品有限公司        0       0     0     0   0.0     1     0   1.0     0   \n",
       "广东深联实业有限公司           1       0     0     0   1.0     0     1   1.0     0   \n",
       "东莞市骏瑞橡塑材料有限公司        1       1     0     1   0.0     0     1   1.0     0   \n",
       "东莞市鸿友包装材料有限公司        0       0     0     0   0.0     1     0   1.0     0   \n",
       "东莞市荣辉塑料粒有限公司         1       0     0     0   0.0     1     0   1.0     0   \n",
       "无锡市玉西薄膜有限公司          0       0     0     0   0.0     1     0   NaN     0   \n",
       "佛山市美叶塑胶制品有限公司        0       0     0     0   0.0     0     1   0.0     0   \n",
       "深圳市秋叶原实业有限公司         1       0     0     0   1.0     0     1   1.0     0   \n",
       "广东四维塑业股份有限公司         0       0     0     1   1.0     0     1   1.0     1   \n",
       "珠海江山塑料有限公司           0       0     0     0   0.0     1     0   1.0     0   \n",
       "广州市瑞琪牛津布有限公司         0       0     0     1   1.0     0     1   1.0     0   \n",
       "东莞市闽丰塑胶制品有限公司        0       0     0     0   0.0     1     0   1.0     0   \n",
       "广州市奔月塑胶材料有限公司        0       0     0     0   1.0     0     1   0.0     0   \n",
       "惠州市中泰新材料有限公司         0       0     0     0   0.0     1     0   1.0     0   \n",
       "惠州俊豪塑料发展有限公司         0       0     0     0   1.0     0     1   1.0     0   \n",
       "中山市爱马仕洁具有限公司         1       1     0     0   1.0     0     1   1.0     0   \n",
       "太仓市波兴塑料制品有限公司        0       0     0     0   0.0     1     0   0.0     0   \n",
       "东莞市长源塑胶制品有限公司        0       0     0     0   0.0     0     1   0.0     0   \n",
       "东莞市瑞利贝塑胶电子制品有限公司     0       1     0     0   0.0     0     1   0.0     0   \n",
       "东莞市环泰塑胶包装制品有限公司      0       0     0     0   0.0     1     0   1.0     0   \n",
       "佛山市南海区狮山润泉实业有限公司     1       0     0     1   1.0     1     0   1.0     0   \n",
       "东莞市丰年塑胶制品有限公司        0       0     0     0   0.0     1     0   NaN     0   \n",
       "佛山市顺元塑胶制品有限公司        1       1     0     0   0.0     1     0   1.0     0   \n",
       "广州佳昊实业有限公司           0       0     1     0   0.0     1     0   NaN     0   \n",
       "中山南荣塑胶机械工业有限公司       1       0     0     0   1.0     1     0   0.0     0   \n",
       "阳江市顺和工业有限公司          0       0     0     0   1.0     0     1   NaN     0   \n",
       "东莞市佳成塑胶科技有限公司        1       0     0     0   0.0     0     1   NaN     0   \n",
       "太仓京润塑料制品有限公司         1       0     1     0   0.0     1     0   1.0     0   \n",
       "无锡贝特塑料电器有限公司         0       0     0     0   NaN     1     0   1.0     0   \n",
       "\n",
       "                  征信关注  征信欠息  征信正常  涉诉信息  下游客户情况  \n",
       "无锡国友塑料制品有限公司         0     0     0     0     2.0  \n",
       "砀山县雁发塑胶制品有限公司        0     0     1     0     2.0  \n",
       "宜兴市海燕塑料制品有限公司        0     0     1     0     4.0  \n",
       "佛山市南海区狮山联生塑料五金厂      0     0     1     0     2.0  \n",
       "深圳市南璋颜料有限公司          0     0     1     0     2.0  \n",
       "佛山市南海辉煌塑料有限公司        0     1     0     1     2.0  \n",
       "中山市新展塑料制品有限公司        0     0     1     0     2.0  \n",
       "四会市塑利莱科技有限公司         0     0     1     0     4.0  \n",
       "中山市威塑建材有限公司          0     0     0     0     2.0  \n",
       "惠州俊儿塑料科技有限公司         0     0     0     0     2.0  \n",
       "珠海三樱日用品有限公司          0     0     1     0     2.0  \n",
       "东莞颜专塑料贸易有限公司         0     0     0     0     2.0  \n",
       "佛山市高筑瓦业有限公司          0     0     1     1     4.0  \n",
       "东莞市海德塑胶制品有限公司        0     0     0     0     NaN  \n",
       "中山市新隆电器有限公司          0     0     1     0     2.0  \n",
       "深圳市利华亿塑胶有限公司         0     1     0     0     2.0  \n",
       "东莞市泉兴塑胶有限公司          0     0     0     0     NaN  \n",
       "广东祥利塑料有限公司           0     1     0     1     2.0  \n",
       "常州艾普科汽车部件制造有限公司      0     0     0     0     NaN  \n",
       "佛山市顺德区瑞良塑料制品有限公司     0     0     1     0     2.0  \n",
       "深圳市三丰电子有限公司          0     0     0     0     2.0  \n",
       "深圳市鼎宇电业科技有限公司        0     0     0     0     2.0  \n",
       "开平市源成达塑胶制品有限公司       0     0     1     0     2.0  \n",
       "东莞市塑兴塑胶制品有限公司        0     0     1     1     2.0  \n",
       "东莞市诚宝塑胶实业有限公司        0     1     0     1     2.0  \n",
       "佛山市南海区松岗明珠塑料有限公司     1     0     0     0     2.0  \n",
       "广州市锐博新材料有限公司         0     0     0     1     2.0  \n",
       "中山市通力塑料制品有限公司        0     0     1     2     2.0  \n",
       "深圳市深龙信塑胶有限公司         0     1     0     1     2.0  \n",
       "东莞市喜星塑胶泡棉制品有限公司      0     0     0     0     4.0  \n",
       "...                ...   ...   ...   ...     ...  \n",
       "广州蓝尔迪塑料制品有限公司        0     0     1     1     NaN  \n",
       "深圳市盛创塑胶制品有限公司        0     0     1     0     2.0  \n",
       "广东深联实业有限公司           0     0     1     0     4.0  \n",
       "东莞市骏瑞橡塑材料有限公司        0     0     1     0     NaN  \n",
       "东莞市鸿友包装材料有限公司        0     0     1     0     4.0  \n",
       "东莞市荣辉塑料粒有限公司         0     0     1     2     2.0  \n",
       "无锡市玉西薄膜有限公司          0     0     0     0     NaN  \n",
       "佛山市美叶塑胶制品有限公司        0     0     0     0     2.0  \n",
       "深圳市秋叶原实业有限公司         1     0     0     0     1.0  \n",
       "广东四维塑业股份有限公司         0     0     0     1     4.0  \n",
       "珠海江山塑料有限公司           0     0     1     1     4.0  \n",
       "广州市瑞琪牛津布有限公司         1     0     0     1     2.0  \n",
       "东莞市闽丰塑胶制品有限公司        0     0     1     0     2.0  \n",
       "广州市奔月塑胶材料有限公司        0     0     0     0     4.0  \n",
       "惠州市中泰新材料有限公司         0     0     1     0     2.0  \n",
       "惠州俊豪塑料发展有限公司         0     0     1     1     2.0  \n",
       "中山市爱马仕洁具有限公司         0     0     1     4     1.0  \n",
       "太仓市波兴塑料制品有限公司        0     0     0     0     NaN  \n",
       "东莞市长源塑胶制品有限公司        0     0     0     1     2.0  \n",
       "东莞市瑞利贝塑胶电子制品有限公司     0     0     0     0     2.0  \n",
       "东莞市环泰塑胶包装制品有限公司      0     0     1     2     4.0  \n",
       "佛山市南海区狮山润泉实业有限公司     0     0     1     0     2.0  \n",
       "东莞市丰年塑胶制品有限公司        0     0     0     0     NaN  \n",
       "佛山市顺元塑胶制品有限公司        0     0     1     0     2.0  \n",
       "广州佳昊实业有限公司           0     0     0     0     NaN  \n",
       "中山南荣塑胶机械工业有限公司       0     0     0     0     4.0  \n",
       "阳江市顺和工业有限公司          0     0     0     0     NaN  \n",
       "东莞市佳成塑胶科技有限公司        0     0     0     0     NaN  \n",
       "太仓京润塑料制品有限公司         0     0     1     0     4.0  \n",
       "无锡贝特塑料电器有限公司         0     0     1     1     NaN  \n",
       "\n",
       "[66 rows x 14 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# #离散特征处理:one-hot编码\n",
    "# data_new = pd.DataFrame()\n",
    "# data_new['注册地址'] = data[u'注册地址'].map(dic)\n",
    "# data_new['注册资本变更'] = pd.get_dummies(data[u'注册资本变更'])\n",
    "# data_new['法人变更'] = data[u'法人变更'].map(dic)\n",
    "# data_new['分支机构'] = data[u'分支机构'].map(dic)\n",
    "# data_new['商标专利'] = data[u'商标专利'].map(dic)\n",
    "# data_new[['场地租赁','场地自有']] = pd.get_dummies(data['场地归属'])\n",
    "# data_new['有无贷款'] = data[u'有无贷款'].map(dic)\n",
    "# data_new[['征信不良','征信关注','征信欠息','征信正常']] = pd.get_dummies(data[u'企业征信'])\n",
    "# data_new['涉诉信息'] = data[u'涉诉信息']\n",
    "# data_new['下游客户情况'] = data[u'下游客户情况'].map(dic2)\n",
    "# data_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>注册地址</th>\n",
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       "      <th>法人变更</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市威塑建材有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州俊儿塑料科技有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠海三樱日用品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞颜专塑料贸易有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市高筑瓦业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市海德塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市新隆电器有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市利华亿塑胶有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市泉兴塑胶有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东祥利塑料有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>常州艾普科汽车部件制造有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市顺德区瑞良塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市三丰电子有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市鼎宇电业科技有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开平市源成达塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市塑兴塑胶制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市诚宝塑胶实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区松岗明珠塑料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市锐博新材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市通力塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市深龙信塑胶有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市喜星塑胶泡棉制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州蓝尔迪塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市盛创塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东深联实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市骏瑞橡塑材料有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市鸿友包装材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市荣辉塑料粒有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡市玉西薄膜有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市美叶塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市秋叶原实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东四维塑业股份有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠海江山塑料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市瑞琪牛津布有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市闽丰塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市奔月塑胶材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州市中泰新材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州俊豪塑料发展有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市爱马仕洁具有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓市波兴塑料制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市长源塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市瑞利贝塑胶电子制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市环泰塑胶包装制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区狮山润泉实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市丰年塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市顺元塑胶制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州佳昊实业有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山南荣塑胶机械工业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阳江市顺和工业有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市佳成塑胶科技有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓京润塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡贝特塑料电器有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  注册地址  注册资本变更  法人变更  分支机构  商标专利  场地归属  有无贷款  企业征信  涉诉信息  \\\n",
       "无锡国友塑料制品有限公司         1       1     0     0   0.0     0   0.0   NaN     0   \n",
       "砀山县雁发塑胶制品有限公司        1       1     0     0   1.0     1   1.0   1.0     0   \n",
       "宜兴市海燕塑料制品有限公司        1       0     0     0   1.0     0   1.0   1.0     0   \n",
       "佛山市南海区狮山联生塑料五金厂      0       1     0     0   1.0     0   1.0   1.0     0   \n",
       "深圳市南璋颜料有限公司          1       0     0     0   0.0     0   1.0   1.0     0   \n",
       "佛山市南海辉煌塑料有限公司        1       1     0     0   1.0     0   1.0   2.0     1   \n",
       "中山市新展塑料制品有限公司        1       0     0     0   0.0     1   1.0   1.0     0   \n",
       "四会市塑利莱科技有限公司         1       0     0     0   1.0     0   1.0   1.0     0   \n",
       "中山市威塑建材有限公司          0       0     0     0   1.0     0   0.0   NaN     0   \n",
       "惠州俊儿塑料科技有限公司         0       0     0     0   0.0     0   0.0   NaN     0   \n",
       "珠海三樱日用品有限公司          0       0     0     0   1.0     0   1.0   1.0     0   \n",
       "东莞颜专塑料贸易有限公司         0       0     0     1   0.0     0   0.0   NaN     0   \n",
       "佛山市高筑瓦业有限公司          1       0     0     0   1.0     0   1.0   1.0     1   \n",
       "东莞市海德塑胶制品有限公司        0       0     0     0   0.0     0   0.0   NaN     0   \n",
       "中山市新隆电器有限公司          0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "深圳市利华亿塑胶有限公司         0       0     0     0   0.0     0   1.0   2.0     0   \n",
       "东莞市泉兴塑胶有限公司          0       0     0     0   0.0     0   NaN   NaN     0   \n",
       "广东祥利塑料有限公司           1       0     0     0   1.0     0   1.0   2.0     1   \n",
       "常州艾普科汽车部件制造有限公司      1       0     1     0   1.0     1   NaN   NaN     0   \n",
       "佛山市顺德区瑞良塑料制品有限公司     1       0     0     1   1.0     0   1.0   1.0     0   \n",
       "深圳市三丰电子有限公司          1       0     0     0   1.0     0   0.0   NaN     0   \n",
       "深圳市鼎宇电业科技有限公司        1       0     0     0   0.0     0   0.0   NaN     0   \n",
       "开平市源成达塑胶制品有限公司       0       0     0     0   1.0     0   1.0   1.0     0   \n",
       "东莞市塑兴塑胶制品有限公司        1       1     0     0   0.0     0   1.0   1.0     1   \n",
       "东莞市诚宝塑胶实业有限公司        1       0     0     0   1.0     0   1.0   2.0     1   \n",
       "佛山市南海区松岗明珠塑料有限公司     0       0     0     0   0.0     0   1.0   3.0     0   \n",
       "广州市锐博新材料有限公司         0       1     0     0   1.0     0   0.0   NaN     1   \n",
       "中山市通力塑料制品有限公司        1       1     0     1   1.0     0   1.0   1.0     2   \n",
       "深圳市深龙信塑胶有限公司         0       0     0     0   0.0     0   1.0   2.0     1   \n",
       "东莞市喜星塑胶泡棉制品有限公司      0       0     1     0   0.0     0   0.0   NaN     0   \n",
       "...                ...     ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "广州蓝尔迪塑料制品有限公司        1       0     0     0   1.0     0   1.0   1.0     1   \n",
       "深圳市盛创塑胶制品有限公司        0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "广东深联实业有限公司           1       0     0     0   1.0     1   1.0   1.0     0   \n",
       "东莞市骏瑞橡塑材料有限公司        1       1     0     1   0.0     1   1.0   1.0     0   \n",
       "东莞市鸿友包装材料有限公司        0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "东莞市荣辉塑料粒有限公司         1       0     0     0   0.0     0   1.0   1.0     2   \n",
       "无锡市玉西薄膜有限公司          0       0     0     0   0.0     0   NaN   NaN     0   \n",
       "佛山市美叶塑胶制品有限公司        0       0     0     0   0.0     1   0.0   NaN     0   \n",
       "深圳市秋叶原实业有限公司         1       0     0     0   1.0     1   1.0   3.0     0   \n",
       "广东四维塑业股份有限公司         0       0     0     1   1.0     1   1.0   4.0     1   \n",
       "珠海江山塑料有限公司           0       0     0     0   0.0     0   1.0   1.0     1   \n",
       "广州市瑞琪牛津布有限公司         0       0     0     1   1.0     1   1.0   3.0     1   \n",
       "东莞市闽丰塑胶制品有限公司        0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "广州市奔月塑胶材料有限公司        0       0     0     0   1.0     1   0.0   NaN     0   \n",
       "惠州市中泰新材料有限公司         0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "惠州俊豪塑料发展有限公司         0       0     0     0   1.0     1   1.0   1.0     1   \n",
       "中山市爱马仕洁具有限公司         1       1     0     0   1.0     1   1.0   1.0     4   \n",
       "太仓市波兴塑料制品有限公司        0       0     0     0   0.0     0   0.0   NaN     0   \n",
       "东莞市长源塑胶制品有限公司        0       0     0     0   0.0     1   0.0   NaN     1   \n",
       "东莞市瑞利贝塑胶电子制品有限公司     0       1     0     0   0.0     1   0.0   NaN     0   \n",
       "东莞市环泰塑胶包装制品有限公司      0       0     0     0   0.0     0   1.0   1.0     2   \n",
       "佛山市南海区狮山润泉实业有限公司     1       0     0     1   1.0     0   1.0   1.0     0   \n",
       "东莞市丰年塑胶制品有限公司        0       0     0     0   0.0     0   NaN   NaN     0   \n",
       "佛山市顺元塑胶制品有限公司        1       1     0     0   0.0     0   1.0   1.0     0   \n",
       "广州佳昊实业有限公司           0       0     1     0   0.0     0   NaN   NaN     0   \n",
       "中山南荣塑胶机械工业有限公司       1       0     0     0   1.0     0   0.0   NaN     0   \n",
       "阳江市顺和工业有限公司          0       0     0     0   1.0     1   NaN   NaN     0   \n",
       "东莞市佳成塑胶科技有限公司        1       0     0     0   0.0     1   NaN   NaN     0   \n",
       "太仓京润塑料制品有限公司         1       0     1     0   0.0     0   1.0   1.0     0   \n",
       "无锡贝特塑料电器有限公司         0       0     0     0   NaN     0   1.0   1.0     1   \n",
       "\n",
       "                  下游客户情况  \n",
       "无锡国友塑料制品有限公司         2.0  \n",
       "砀山县雁发塑胶制品有限公司        2.0  \n",
       "宜兴市海燕塑料制品有限公司        4.0  \n",
       "佛山市南海区狮山联生塑料五金厂      2.0  \n",
       "深圳市南璋颜料有限公司          2.0  \n",
       "佛山市南海辉煌塑料有限公司        2.0  \n",
       "中山市新展塑料制品有限公司        2.0  \n",
       "四会市塑利莱科技有限公司         4.0  \n",
       "中山市威塑建材有限公司          2.0  \n",
       "惠州俊儿塑料科技有限公司         2.0  \n",
       "珠海三樱日用品有限公司          2.0  \n",
       "东莞颜专塑料贸易有限公司         2.0  \n",
       "佛山市高筑瓦业有限公司          4.0  \n",
       "东莞市海德塑胶制品有限公司        NaN  \n",
       "中山市新隆电器有限公司          2.0  \n",
       "深圳市利华亿塑胶有限公司         2.0  \n",
       "东莞市泉兴塑胶有限公司          NaN  \n",
       "广东祥利塑料有限公司           2.0  \n",
       "常州艾普科汽车部件制造有限公司      NaN  \n",
       "佛山市顺德区瑞良塑料制品有限公司     2.0  \n",
       "深圳市三丰电子有限公司          2.0  \n",
       "深圳市鼎宇电业科技有限公司        2.0  \n",
       "开平市源成达塑胶制品有限公司       2.0  \n",
       "东莞市塑兴塑胶制品有限公司        2.0  \n",
       "东莞市诚宝塑胶实业有限公司        2.0  \n",
       "佛山市南海区松岗明珠塑料有限公司     2.0  \n",
       "广州市锐博新材料有限公司         2.0  \n",
       "中山市通力塑料制品有限公司        2.0  \n",
       "深圳市深龙信塑胶有限公司         2.0  \n",
       "东莞市喜星塑胶泡棉制品有限公司      4.0  \n",
       "...                  ...  \n",
       "广州蓝尔迪塑料制品有限公司        NaN  \n",
       "深圳市盛创塑胶制品有限公司        2.0  \n",
       "广东深联实业有限公司           4.0  \n",
       "东莞市骏瑞橡塑材料有限公司        NaN  \n",
       "东莞市鸿友包装材料有限公司        4.0  \n",
       "东莞市荣辉塑料粒有限公司         2.0  \n",
       "无锡市玉西薄膜有限公司          NaN  \n",
       "佛山市美叶塑胶制品有限公司        2.0  \n",
       "深圳市秋叶原实业有限公司         1.0  \n",
       "广东四维塑业股份有限公司         4.0  \n",
       "珠海江山塑料有限公司           4.0  \n",
       "广州市瑞琪牛津布有限公司         2.0  \n",
       "东莞市闽丰塑胶制品有限公司        2.0  \n",
       "广州市奔月塑胶材料有限公司        4.0  \n",
       "惠州市中泰新材料有限公司         2.0  \n",
       "惠州俊豪塑料发展有限公司         2.0  \n",
       "中山市爱马仕洁具有限公司         1.0  \n",
       "太仓市波兴塑料制品有限公司        NaN  \n",
       "东莞市长源塑胶制品有限公司        2.0  \n",
       "东莞市瑞利贝塑胶电子制品有限公司     2.0  \n",
       "东莞市环泰塑胶包装制品有限公司      4.0  \n",
       "佛山市南海区狮山润泉实业有限公司     2.0  \n",
       "东莞市丰年塑胶制品有限公司        NaN  \n",
       "佛山市顺元塑胶制品有限公司        2.0  \n",
       "广州佳昊实业有限公司           NaN  \n",
       "中山南荣塑胶机械工业有限公司       4.0  \n",
       "阳江市顺和工业有限公司          NaN  \n",
       "东莞市佳成塑胶科技有限公司        NaN  \n",
       "太仓京润塑料制品有限公司         4.0  \n",
       "无锡贝特塑料电器有限公司         NaN  \n",
       "\n",
       "[66 rows x 10 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#离散特征直接编号\n",
    "data_new = pd.DataFrame()\n",
    "data_new['注册地址'] = data[u'注册地址'].map(dic)\n",
    "data_new['注册资本变更'] = pd.get_dummies(data[u'注册资本变更'])\n",
    "data_new['法人变更'] = data[u'法人变更'].map(dic)\n",
    "data_new['分支机构'] = data[u'分支机构'].map(dic)\n",
    "data_new['商标专利'] = data[u'商标专利'].map(dic)\n",
    "data_new['场地归属'] = data['场地归属'].map(dic)\n",
    "data_new['有无贷款'] = data[u'有无贷款'].map(dic)\n",
    "data_new['企业征信'] = data[u'企业征信'].map(dic3)\n",
    "data_new['涉诉信息'] = data[u'涉诉信息']\n",
    "data_new['下游客户情况'] = data[u'下游客户情况'].map(dic2)\n",
    "data_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>注册地址</th>\n",
       "      <th>注册资本变更</th>\n",
       "      <th>法人变更</th>\n",
       "      <th>分支机构</th>\n",
       "      <th>商标专利</th>\n",
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       "      <th>企业征信</th>\n",
       "      <th>涉诉信息</th>\n",
       "      <th>下游客户情况</th>\n",
       "      <th>...</th>\n",
       "      <th>流动比率</th>\n",
       "      <th>净资产</th>\n",
       "      <th>货币资金</th>\n",
       "      <th>存货周转天数</th>\n",
       "      <th>应收账款周转天数</th>\n",
       "      <th>主营业务利润率</th>\n",
       "      <th>净资产增长率</th>\n",
       "      <th>销售增长率</th>\n",
       "      <th>当地经济环境</th>\n",
       "      <th>撮合单数</th>\n",
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       "  </thead>\n",
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       "      <th>无锡国友塑料制品有限公司</th>\n",
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       "      <td>204.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>25.00</td>\n",
       "      <td>201.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>284.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>砀山县雁发塑胶制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>1879.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.00</td>\n",
       "      <td>49.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>87.00</td>\n",
       "      <td>8.40</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宜兴市海燕塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>107.00</td>\n",
       "      <td>367.0</td>\n",
       "      <td>372.0</td>\n",
       "      <td>11.00</td>\n",
       "      <td>57.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>-2.00</td>\n",
       "      <td>-37.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区狮山联生塑料五金厂</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>101.00</td>\n",
       "      <td>222.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>27.00</td>\n",
       "      <td>62.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>7.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市南璋颜料有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>98.00</td>\n",
       "      <td>208.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>4.00</td>\n",
       "      <td>74.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>-12.00</td>\n",
       "      <td>8.60</td>\n",
       "      <td>3.0</td>\n",
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       "    <tr>\n",
       "      <th>佛山市南海辉煌塑料有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>69.00</td>\n",
       "      <td>53.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>101.00</td>\n",
       "      <td>154.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>518.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>17.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市新展塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>109.00</td>\n",
       "      <td>71.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>113.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>82.00</td>\n",
       "      <td>237.00</td>\n",
       "      <td>7.10</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>四会市塑利莱科技有限公司</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>152.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.80</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>中山市威塑建材有限公司</th>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>639.00</td>\n",
       "      <td>56.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>38.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>-27.00</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州俊儿塑料科技有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>394.00</td>\n",
       "      <td>749.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>686.00</td>\n",
       "      <td>106.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠海三樱日用品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.50</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞颜专塑料贸易有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>141.00</td>\n",
       "      <td>1499.0</td>\n",
       "      <td>425.0</td>\n",
       "      <td>99.00</td>\n",
       "      <td>67.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>32.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市高筑瓦业有限公司</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>124.00</td>\n",
       "      <td>104.0</td>\n",
       "      <td>147.0</td>\n",
       "      <td>91.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>24.00</td>\n",
       "      <td>-10.00</td>\n",
       "      <td>7.80</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>东莞市海德塑胶制品有限公司</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>109.00</td>\n",
       "      <td>81.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>12.00</td>\n",
       "      <td>86.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>35.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>中山市新隆电器有限公司</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>244.00</td>\n",
       "      <td>602.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>132.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>119.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市利华亿塑胶有限公司</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>110.00</td>\n",
       "      <td>198.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>164.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>-10.00</td>\n",
       "      <td>8.60</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市泉兴塑胶有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>105.00</td>\n",
       "      <td>94.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>167.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东祥利塑料有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2499.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>常州艾普科汽车部件制造有限公司</th>\n",
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       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>169.00</td>\n",
       "      <td>171.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>63.00</td>\n",
       "      <td>102.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>-8.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市顺德区瑞良塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>363.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市三丰电子有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>148.00</td>\n",
       "      <td>156.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>60.00</td>\n",
       "      <td>8.60</td>\n",
       "      <td>108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市鼎宇电业科技有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>103.70</td>\n",
       "      <td>94.8</td>\n",
       "      <td>49.3</td>\n",
       "      <td>0.00</td>\n",
       "      <td>108.02</td>\n",
       "      <td>3.09</td>\n",
       "      <td>11.52</td>\n",
       "      <td>23.68</td>\n",
       "      <td>8.60</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开平市源成达塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.00</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市塑兴塑胶制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>93.87</td>\n",
       "      <td>126.4</td>\n",
       "      <td>700.1</td>\n",
       "      <td>28.09</td>\n",
       "      <td>140.00</td>\n",
       "      <td>7.11</td>\n",
       "      <td>21.77</td>\n",
       "      <td>22.58</td>\n",
       "      <td>8.80</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市诚宝塑胶实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>90.51</td>\n",
       "      <td>238.1</td>\n",
       "      <td>576.0</td>\n",
       "      <td>9.36</td>\n",
       "      <td>40.09</td>\n",
       "      <td>7.02</td>\n",
       "      <td>7.59</td>\n",
       "      <td>10.69</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区松岗明珠塑料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>132.00</td>\n",
       "      <td>226.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>13.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>-7.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市锐博新材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>270.00</td>\n",
       "      <td>224.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>789.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>28.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>37.00</td>\n",
       "      <td>8.20</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市通力塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>132.00</td>\n",
       "      <td>1476.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>6.00</td>\n",
       "      <td>80.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>-17.00</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市深龙信塑胶有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>140.00</td>\n",
       "      <td>806.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>13.00</td>\n",
       "      <td>293.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>-6.00</td>\n",
       "      <td>64.00</td>\n",
       "      <td>8.60</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市喜星塑胶泡棉制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>90.00</td>\n",
       "      <td>120.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>38.00</td>\n",
       "      <td>85.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>-22.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州蓝尔迪塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>108.00</td>\n",
       "      <td>104.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>185.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>-11.00</td>\n",
       "      <td>29.00</td>\n",
       "      <td>8.20</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市盛创塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>94.00</td>\n",
       "      <td>79.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>217.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>68.00</td>\n",
       "      <td>8.60</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东深联实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>22.73</td>\n",
       "      <td>1240.1</td>\n",
       "      <td>323.4</td>\n",
       "      <td>84.63</td>\n",
       "      <td>117.86</td>\n",
       "      <td>14.74</td>\n",
       "      <td>258.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市骏瑞橡塑材料有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>159.00</td>\n",
       "      <td>236.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>19.00</td>\n",
       "      <td>74.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>-20.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市鸿友包装材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>112.00</td>\n",
       "      <td>127.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>120.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>98.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市荣辉塑料粒有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>112.00</td>\n",
       "      <td>689.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>27.00</td>\n",
       "      <td>159.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡市玉西薄膜有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>139.00</td>\n",
       "      <td>453.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>9.00</td>\n",
       "      <td>47.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>-7.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市美叶塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>134.00</td>\n",
       "      <td>255.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>11.00</td>\n",
       "      <td>211.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市秋叶原实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>102.00</td>\n",
       "      <td>992.0</td>\n",
       "      <td>425.0</td>\n",
       "      <td>126.00</td>\n",
       "      <td>39.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>8.60</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东四维塑业股份有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>107.00</td>\n",
       "      <td>1571.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>27.00</td>\n",
       "      <td>8.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠海江山塑料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>129.00</td>\n",
       "      <td>894.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>45.00</td>\n",
       "      <td>65.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>46.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>8.50</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市瑞琪牛津布有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>92.00</td>\n",
       "      <td>1491.0</td>\n",
       "      <td>947.0</td>\n",
       "      <td>82.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>8.20</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市闽丰塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>123.00</td>\n",
       "      <td>246.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>5.00</td>\n",
       "      <td>103.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>21.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市奔月塑胶材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>98.00</td>\n",
       "      <td>108.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>7.00</td>\n",
       "      <td>43.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>23.00</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>8.20</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州市中泰新材料有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>176.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>31.00</td>\n",
       "      <td>168.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>222.00</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州俊豪塑料发展有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1864.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45.00</td>\n",
       "      <td>25.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.20</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市爱马仕洁具有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>...</td>\n",
       "      <td>60.00</td>\n",
       "      <td>1288.0</td>\n",
       "      <td>2216.0</td>\n",
       "      <td>84.00</td>\n",
       "      <td>85.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>-6.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>7.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓市波兴塑料制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>157.00</td>\n",
       "      <td>198.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>19.00</td>\n",
       "      <td>200.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>7.50</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市长源塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>104.00</td>\n",
       "      <td>197.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>170.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>38.00</td>\n",
       "      <td>-2.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市瑞利贝塑胶电子制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>110.00</td>\n",
       "      <td>60.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>191.00</td>\n",
       "      <td>93.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>210.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市环泰塑胶包装制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>110.00</td>\n",
       "      <td>84.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>57.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区狮山润泉实业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>99.00</td>\n",
       "      <td>230.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.00</td>\n",
       "      <td>72.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>-14.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>7.80</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市丰年塑胶制品有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>138.00</td>\n",
       "      <td>66.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>13.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市顺元塑胶制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>...</td>\n",
       "      <td>109.00</td>\n",
       "      <td>126.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.00</td>\n",
       "      <td>14.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1055.00</td>\n",
       "      <td>7.80</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州佳昊实业有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>106.00</td>\n",
       "      <td>99.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>102.00</td>\n",
       "      <td>53.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>123.00</td>\n",
       "      <td>8.20</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山南荣塑胶机械工业有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>236.00</td>\n",
       "      <td>1897.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>301.00</td>\n",
       "      <td>64.00</td>\n",
       "      <td>12.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>7.10</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阳江市顺和工业有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>238.00</td>\n",
       "      <td>4171.0</td>\n",
       "      <td>551.0</td>\n",
       "      <td>16.00</td>\n",
       "      <td>25.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>-32.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市佳成塑胶科技有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>100.00</td>\n",
       "      <td>246.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>68.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>148.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓京润塑料制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>...</td>\n",
       "      <td>156.19</td>\n",
       "      <td>687.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>5.37</td>\n",
       "      <td>57.99</td>\n",
       "      <td>6.55</td>\n",
       "      <td>-3.00</td>\n",
       "      <td>-5.00</td>\n",
       "      <td>7.50</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡贝特塑料电器有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>114.00</td>\n",
       "      <td>844.7</td>\n",
       "      <td>257.0</td>\n",
       "      <td>42.00</td>\n",
       "      <td>74.00</td>\n",
       "      <td>9.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>36.00</td>\n",
       "      <td>8.12</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  注册地址  注册资本变更  法人变更  分支机构  商标专利  场地归属  有无贷款  企业征信  涉诉信息  \\\n",
       "无锡国友塑料制品有限公司         1       1     0     0   0.0     0   0.0   NaN     0   \n",
       "砀山县雁发塑胶制品有限公司        1       1     0     0   1.0     1   1.0   1.0     0   \n",
       "宜兴市海燕塑料制品有限公司        1       0     0     0   1.0     0   1.0   1.0     0   \n",
       "佛山市南海区狮山联生塑料五金厂      0       1     0     0   1.0     0   1.0   1.0     0   \n",
       "深圳市南璋颜料有限公司          1       0     0     0   0.0     0   1.0   1.0     0   \n",
       "佛山市南海辉煌塑料有限公司        1       1     0     0   1.0     0   1.0   2.0     1   \n",
       "中山市新展塑料制品有限公司        1       0     0     0   0.0     1   1.0   1.0     0   \n",
       "四会市塑利莱科技有限公司         1       0     0     0   1.0     0   1.0   1.0     0   \n",
       "中山市威塑建材有限公司          0       0     0     0   1.0     0   0.0   NaN     0   \n",
       "惠州俊儿塑料科技有限公司         0       0     0     0   0.0     0   0.0   NaN     0   \n",
       "珠海三樱日用品有限公司          0       0     0     0   1.0     0   1.0   1.0     0   \n",
       "东莞颜专塑料贸易有限公司         0       0     0     1   0.0     0   0.0   NaN     0   \n",
       "佛山市高筑瓦业有限公司          1       0     0     0   1.0     0   1.0   1.0     1   \n",
       "东莞市海德塑胶制品有限公司        0       0     0     0   0.0     0   0.0   NaN     0   \n",
       "中山市新隆电器有限公司          0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "深圳市利华亿塑胶有限公司         0       0     0     0   0.0     0   1.0   2.0     0   \n",
       "东莞市泉兴塑胶有限公司          0       0     0     0   0.0     0   NaN   NaN     0   \n",
       "广东祥利塑料有限公司           1       0     0     0   1.0     0   1.0   2.0     1   \n",
       "常州艾普科汽车部件制造有限公司      1       0     1     0   1.0     1   NaN   NaN     0   \n",
       "佛山市顺德区瑞良塑料制品有限公司     1       0     0     1   1.0     0   1.0   1.0     0   \n",
       "深圳市三丰电子有限公司          1       0     0     0   1.0     0   0.0   NaN     0   \n",
       "深圳市鼎宇电业科技有限公司        1       0     0     0   0.0     0   0.0   NaN     0   \n",
       "开平市源成达塑胶制品有限公司       0       0     0     0   1.0     0   1.0   1.0     0   \n",
       "东莞市塑兴塑胶制品有限公司        1       1     0     0   0.0     0   1.0   1.0     1   \n",
       "东莞市诚宝塑胶实业有限公司        1       0     0     0   1.0     0   1.0   2.0     1   \n",
       "佛山市南海区松岗明珠塑料有限公司     0       0     0     0   0.0     0   1.0   3.0     0   \n",
       "广州市锐博新材料有限公司         0       1     0     0   1.0     0   0.0   NaN     1   \n",
       "中山市通力塑料制品有限公司        1       1     0     1   1.0     0   1.0   1.0     2   \n",
       "深圳市深龙信塑胶有限公司         0       0     0     0   0.0     0   1.0   2.0     1   \n",
       "东莞市喜星塑胶泡棉制品有限公司      0       0     1     0   0.0     0   0.0   NaN     0   \n",
       "...                ...     ...   ...   ...   ...   ...   ...   ...   ...   \n",
       "广州蓝尔迪塑料制品有限公司        1       0     0     0   1.0     0   1.0   1.0     1   \n",
       "深圳市盛创塑胶制品有限公司        0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "广东深联实业有限公司           1       0     0     0   1.0     1   1.0   1.0     0   \n",
       "东莞市骏瑞橡塑材料有限公司        1       1     0     1   0.0     1   1.0   1.0     0   \n",
       "东莞市鸿友包装材料有限公司        0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "东莞市荣辉塑料粒有限公司         1       0     0     0   0.0     0   1.0   1.0     2   \n",
       "无锡市玉西薄膜有限公司          0       0     0     0   0.0     0   NaN   NaN     0   \n",
       "佛山市美叶塑胶制品有限公司        0       0     0     0   0.0     1   0.0   NaN     0   \n",
       "深圳市秋叶原实业有限公司         1       0     0     0   1.0     1   1.0   3.0     0   \n",
       "广东四维塑业股份有限公司         0       0     0     1   1.0     1   1.0   4.0     1   \n",
       "珠海江山塑料有限公司           0       0     0     0   0.0     0   1.0   1.0     1   \n",
       "广州市瑞琪牛津布有限公司         0       0     0     1   1.0     1   1.0   3.0     1   \n",
       "东莞市闽丰塑胶制品有限公司        0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "广州市奔月塑胶材料有限公司        0       0     0     0   1.0     1   0.0   NaN     0   \n",
       "惠州市中泰新材料有限公司         0       0     0     0   0.0     0   1.0   1.0     0   \n",
       "惠州俊豪塑料发展有限公司         0       0     0     0   1.0     1   1.0   1.0     1   \n",
       "中山市爱马仕洁具有限公司         1       1     0     0   1.0     1   1.0   1.0     4   \n",
       "太仓市波兴塑料制品有限公司        0       0     0     0   0.0     0   0.0   NaN     0   \n",
       "东莞市长源塑胶制品有限公司        0       0     0     0   0.0     1   0.0   NaN     1   \n",
       "东莞市瑞利贝塑胶电子制品有限公司     0       1     0     0   0.0     1   0.0   NaN     0   \n",
       "东莞市环泰塑胶包装制品有限公司      0       0     0     0   0.0     0   1.0   1.0     2   \n",
       "佛山市南海区狮山润泉实业有限公司     1       0     0     1   1.0     0   1.0   1.0     0   \n",
       "东莞市丰年塑胶制品有限公司        0       0     0     0   0.0     0   NaN   NaN     0   \n",
       "佛山市顺元塑胶制品有限公司        1       1     0     0   0.0     0   1.0   1.0     0   \n",
       "广州佳昊实业有限公司           0       0     1     0   0.0     0   NaN   NaN     0   \n",
       "中山南荣塑胶机械工业有限公司       1       0     0     0   1.0     0   0.0   NaN     0   \n",
       "阳江市顺和工业有限公司          0       0     0     0   1.0     1   NaN   NaN     0   \n",
       "东莞市佳成塑胶科技有限公司        1       0     0     0   0.0     1   NaN   NaN     0   \n",
       "太仓京润塑料制品有限公司         1       0     1     0   0.0     0   1.0   1.0     0   \n",
       "无锡贝特塑料电器有限公司         0       0     0     0   NaN     0   1.0   1.0     1   \n",
       "\n",
       "                  下游客户情况  ...      流动比率     净资产    货币资金  存货周转天数  应收账款周转天数  \\\n",
       "无锡国友塑料制品有限公司         2.0  ...    121.00   204.0     9.0   25.00    201.00   \n",
       "砀山县雁发塑胶制品有限公司        2.0  ...       NaN  1879.0     NaN   15.00     49.00   \n",
       "宜兴市海燕塑料制品有限公司        4.0  ...    107.00   367.0   372.0   11.00     57.00   \n",
       "佛山市南海区狮山联生塑料五金厂      2.0  ...    101.00   222.0    10.0   27.00     62.00   \n",
       "深圳市南璋颜料有限公司          2.0  ...     98.00   208.0   616.0    4.00     74.00   \n",
       "佛山市南海辉煌塑料有限公司        2.0  ...     69.00    53.0   176.0  101.00    154.00   \n",
       "中山市新展塑料制品有限公司        2.0  ...    109.00    71.0     7.0    0.00    113.00   \n",
       "四会市塑利莱科技有限公司         4.0  ...       NaN   152.0     NaN     NaN       NaN   \n",
       "中山市威塑建材有限公司          2.0  ...    639.00    56.0    52.0   38.00      0.00   \n",
       "惠州俊儿塑料科技有限公司         2.0  ...    394.00   749.0     3.0  686.00    106.00   \n",
       "珠海三樱日用品有限公司          2.0  ...       NaN   208.0     NaN     NaN     90.00   \n",
       "东莞颜专塑料贸易有限公司         2.0  ...    141.00  1499.0   425.0   99.00     67.00   \n",
       "佛山市高筑瓦业有限公司          4.0  ...    124.00   104.0   147.0   91.00     10.00   \n",
       "东莞市海德塑胶制品有限公司        NaN  ...    109.00    81.0   160.0   12.00     86.00   \n",
       "中山市新隆电器有限公司          2.0  ...    244.00   602.0    96.0    2.00    132.00   \n",
       "深圳市利华亿塑胶有限公司         2.0  ...    110.00   198.0    43.0    3.00    164.00   \n",
       "东莞市泉兴塑胶有限公司          NaN  ...    105.00    94.0   103.0    3.00    167.00   \n",
       "广东祥利塑料有限公司           2.0  ...       NaN  2499.0     NaN     NaN       NaN   \n",
       "常州艾普科汽车部件制造有限公司      NaN  ...    169.00   171.0    62.0   63.00    102.00   \n",
       "佛山市顺德区瑞良塑料制品有限公司     2.0  ...       NaN   363.0     NaN     NaN       NaN   \n",
       "深圳市三丰电子有限公司          2.0  ...    148.00   156.0    44.0    0.00     68.00   \n",
       "深圳市鼎宇电业科技有限公司        2.0  ...    103.70    94.8    49.3    0.00    108.02   \n",
       "开平市源成达塑胶制品有限公司       2.0  ...       NaN  1489.0     NaN     NaN       NaN   \n",
       "东莞市塑兴塑胶制品有限公司        2.0  ...     93.87   126.4   700.1   28.09    140.00   \n",
       "东莞市诚宝塑胶实业有限公司        2.0  ...     90.51   238.1   576.0    9.36     40.09   \n",
       "佛山市南海区松岗明珠塑料有限公司     2.0  ...    132.00   226.0    64.0   13.00     43.00   \n",
       "广州市锐博新材料有限公司         2.0  ...    270.00   224.0   158.0  789.00     53.00   \n",
       "中山市通力塑料制品有限公司        2.0  ...    132.00  1476.0    76.0    6.00     80.00   \n",
       "深圳市深龙信塑胶有限公司         2.0  ...    140.00   806.0    36.0   13.00    293.00   \n",
       "东莞市喜星塑胶泡棉制品有限公司      4.0  ...     90.00   120.0    45.0   38.00     85.00   \n",
       "...                  ...  ...       ...     ...     ...     ...       ...   \n",
       "广州蓝尔迪塑料制品有限公司        NaN  ...    108.00   104.0     6.0  185.00      7.00   \n",
       "深圳市盛创塑胶制品有限公司        2.0  ...     94.00    79.0     3.0    5.00    217.00   \n",
       "广东深联实业有限公司           4.0  ...     22.73  1240.1   323.4   84.63    117.86   \n",
       "东莞市骏瑞橡塑材料有限公司        NaN  ...    159.00   236.0   205.0   19.00     74.00   \n",
       "东莞市鸿友包装材料有限公司        4.0  ...    112.00   127.0    12.0    2.00    120.00   \n",
       "东莞市荣辉塑料粒有限公司         2.0  ...    112.00   689.0   144.0   27.00    159.00   \n",
       "无锡市玉西薄膜有限公司          NaN  ...    139.00   453.0    38.0    9.00     47.00   \n",
       "佛山市美叶塑胶制品有限公司        2.0  ...    134.00   255.0    65.0   11.00    211.00   \n",
       "深圳市秋叶原实业有限公司         1.0  ...    102.00   992.0   425.0  126.00     39.00   \n",
       "广东四维塑业股份有限公司         4.0  ...    107.00  1571.0     0.0   89.00     10.00   \n",
       "珠海江山塑料有限公司           4.0  ...    129.00   894.0    17.0   45.00     65.00   \n",
       "广州市瑞琪牛津布有限公司         2.0  ...     92.00  1491.0   947.0   82.00     11.00   \n",
       "东莞市闽丰塑胶制品有限公司        2.0  ...    123.00   246.0   104.0    5.00    103.00   \n",
       "广州市奔月塑胶材料有限公司        4.0  ...     98.00   108.0    28.0    7.00     43.00   \n",
       "惠州市中泰新材料有限公司         2.0  ...    176.00   196.0     4.0   31.00    168.00   \n",
       "惠州俊豪塑料发展有限公司         2.0  ...       NaN  1864.0     NaN     NaN     45.00   \n",
       "中山市爱马仕洁具有限公司         1.0  ...     60.00  1288.0  2216.0   84.00     85.00   \n",
       "太仓市波兴塑料制品有限公司        NaN  ...    157.00   198.0    40.0   19.00    200.00   \n",
       "东莞市长源塑胶制品有限公司        2.0  ...    104.00   197.0   496.0     NaN    170.00   \n",
       "东莞市瑞利贝塑胶电子制品有限公司     2.0  ...    110.00    60.0    64.0  191.00     93.00   \n",
       "东莞市环泰塑胶包装制品有限公司      4.0  ...    110.00    84.0   150.0   57.00     45.00   \n",
       "佛山市南海区狮山润泉实业有限公司     2.0  ...     99.00   230.0     NaN    1.00     72.00   \n",
       "东莞市丰年塑胶制品有限公司        NaN  ...    138.00    66.0    46.0    0.00     53.00   \n",
       "佛山市顺元塑胶制品有限公司        2.0  ...    109.00   126.0   130.0     NaN     33.00   \n",
       "广州佳昊实业有限公司           NaN  ...    106.00    99.0    14.0  102.00     53.00   \n",
       "中山南荣塑胶机械工业有限公司       4.0  ...    236.00  1897.0   155.0  301.00     64.00   \n",
       "阳江市顺和工业有限公司          NaN  ...    238.00  4171.0   551.0   16.00     25.00   \n",
       "东莞市佳成塑胶科技有限公司        NaN  ...    100.00   246.0   483.0    2.00     68.00   \n",
       "太仓京润塑料制品有限公司         4.0  ...    156.19   687.0    53.0    5.37     57.99   \n",
       "无锡贝特塑料电器有限公司         NaN  ...    114.00   844.7   257.0   42.00     74.00   \n",
       "\n",
       "                  主营业务利润率  净资产增长率    销售增长率  当地经济环境   撮合单数  \n",
       "无锡国友塑料制品有限公司        12.00  284.00      NaN    7.50    0.0  \n",
       "砀山县雁发塑胶制品有限公司       14.00   12.00    87.00    8.40    0.0  \n",
       "宜兴市海燕塑料制品有限公司       13.00   -2.00   -37.00    7.50    0.0  \n",
       "佛山市南海区狮山联生塑料五金厂      8.00   55.00    39.00    7.80    0.0  \n",
       "深圳市南璋颜料有限公司         12.00   13.00   -12.00    8.60    3.0  \n",
       "佛山市南海辉煌塑料有限公司       12.00  518.00    12.00    8.50   17.0  \n",
       "中山市新展塑料制品有限公司        9.00   82.00   237.00    7.10   20.0  \n",
       "四会市塑利莱科技有限公司          NaN     NaN      NaN    4.80    0.0  \n",
       "中山市威塑建材有限公司         17.00    1.00   -27.00    7.10    0.0  \n",
       "惠州俊儿塑料科技有限公司         1.00     NaN      NaN    7.10    0.0  \n",
       "珠海三樱日用品有限公司         30.00     NaN      NaN    8.50    0.0  \n",
       "东莞颜专塑料贸易有限公司        16.00   32.00    10.00    8.80    0.0  \n",
       "佛山市高筑瓦业有限公司          7.00   24.00   -10.00    7.80    1.0  \n",
       "东莞市海德塑胶制品有限公司        7.00   41.00    35.00    8.80    0.0  \n",
       "中山市新隆电器有限公司          6.00  119.00     6.00    7.10    0.0  \n",
       "深圳市利华亿塑胶有限公司         4.00   11.00   -10.00    8.60    0.0  \n",
       "东莞市泉兴塑胶有限公司          5.00   41.00    13.00     NaN    NaN  \n",
       "广东祥利塑料有限公司            NaN     NaN      NaN    5.00    0.0  \n",
       "常州艾普科汽车部件制造有限公司     10.00   -8.00    11.00     NaN    NaN  \n",
       "佛山市顺德区瑞良塑料制品有限公司      NaN     NaN      NaN    8.30    0.0  \n",
       "深圳市三丰电子有限公司          5.00    5.00    60.00    8.60  108.0  \n",
       "深圳市鼎宇电业科技有限公司        3.09   11.52    23.68    8.60    1.0  \n",
       "开平市源成达塑胶制品有限公司        NaN     NaN      NaN    8.00    4.0  \n",
       "东莞市塑兴塑胶制品有限公司        7.11   21.77    22.58    8.80    2.0  \n",
       "东莞市诚宝塑胶实业有限公司        7.02    7.59    10.69    7.50    0.0  \n",
       "佛山市南海区松岗明珠塑料有限公司     8.00   -7.00     1.00    8.30    0.0  \n",
       "广州市锐博新材料有限公司        28.00    1.00    37.00    8.20    0.0  \n",
       "中山市通力塑料制品有限公司       13.00   10.00   -17.00    7.10    0.0  \n",
       "深圳市深龙信塑胶有限公司         5.00   -6.00    64.00    8.60    0.0  \n",
       "东莞市喜星塑胶泡棉制品有限公司      8.00  -22.00     6.00    8.80    0.0  \n",
       "...                   ...     ...      ...     ...    ...  \n",
       "广州蓝尔迪塑料制品有限公司       15.00  -11.00    29.00    8.20    0.0  \n",
       "深圳市盛创塑胶制品有限公司       10.00    1.00    68.00    8.60    0.0  \n",
       "广东深联实业有限公司          14.74  258.62     0.00    8.80    0.0  \n",
       "东莞市骏瑞橡塑材料有限公司       18.00    5.00   -20.00    8.80    0.0  \n",
       "东莞市鸿友包装材料有限公司        7.00   18.00    98.00    8.80    0.0  \n",
       "东莞市荣辉塑料粒有限公司         6.00   15.00     4.00    7.50   31.0  \n",
       "无锡市玉西薄膜有限公司          8.00   26.00    -7.00     NaN    0.0  \n",
       "佛山市美叶塑胶制品有限公司        6.00     NaN      NaN    8.30    0.0  \n",
       "深圳市秋叶原实业有限公司         9.00    4.00    38.00    8.60    0.0  \n",
       "广东四维塑业股份有限公司        15.00    9.00    27.00    8.30    0.0  \n",
       "珠海江山塑料有限公司          11.00   46.00     2.00    8.50    0.0  \n",
       "广州市瑞琪牛津布有限公司         7.00   21.00    11.00    8.20    5.0  \n",
       "东莞市闽丰塑胶制品有限公司        7.00   17.00    21.00    7.50    0.0  \n",
       "广州市奔月塑胶材料有限公司        9.00   23.00    -1.00    8.20    2.0  \n",
       "惠州市中泰新材料有限公司         7.00   -1.00   222.00    7.10    0.0  \n",
       "惠州俊豪塑料发展有限公司        25.00     NaN      NaN    8.20    2.0  \n",
       "中山市爱马仕洁具有限公司        26.00   -6.00     6.00    7.80    0.0  \n",
       "太仓市波兴塑料制品有限公司       10.00   15.00    -0.05    7.50    0.0  \n",
       "东莞市长源塑胶制品有限公司        9.00   38.00    -2.00    8.80    0.0  \n",
       "东莞市瑞利贝塑胶电子制品有限公司     6.00   15.00   210.00    7.50   14.0  \n",
       "东莞市环泰塑胶包装制品有限公司      8.00   17.00    15.00    8.80    0.0  \n",
       "佛山市南海区狮山润泉实业有限公司     8.00  -14.00     5.00    7.80    0.0  \n",
       "东莞市丰年塑胶制品有限公司        6.00   13.00    17.00     NaN    NaN  \n",
       "佛山市顺元塑胶制品有限公司       14.00    6.00  1055.00    7.80    1.0  \n",
       "广州佳昊实业有限公司          17.00   40.00   123.00    8.20    0.0  \n",
       "中山南荣塑胶机械工业有限公司      12.00    2.00     3.00    7.10    2.0  \n",
       "阳江市顺和工业有限公司         16.00   11.00   -32.00     NaN    NaN  \n",
       "东莞市佳成塑胶科技有限公司        8.00   15.00   148.00     NaN    NaN  \n",
       "太仓京润塑料制品有限公司         6.55   -3.00    -5.00    7.50    2.0  \n",
       "无锡贝特塑料电器有限公司         9.00    3.00    36.00    8.12    0.0  \n",
       "\n",
       "[66 rows x 25 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#不归一化\n",
    "data_new['注册时间']=(data[u'注册时间'])\n",
    "data_new['实收资本']= (data[u'实收资本'])\n",
    "data_new['员工人数'] = (data[u'员工人数'])\n",
    "tmp = (data['厂房面积'].astype(float))\n",
    "data_new['厂房面积'] = tmp\n",
    "data_new['资产负债率'] = (data[u'资产负债率'])\n",
    "data_new['流动比率'] = (data[u'流动比率'])\n",
    "data_new['净资产'] = (data[u'净资产'])\n",
    "data_new['货币资金'] = (data[u'货币资金'])\n",
    "data_new['存货周转天数'] = (data[u'存货周转天数'])\n",
    "data_new['应收账款周转天数'] =(data[u'应收账款周转天数'])\n",
    "data_new['主营业务利润率'] =(data[u'主营业务利润率'])\n",
    "data_new['净资产增长率'] = (data[u'净资产增长率'])\n",
    "data_new['销售增长率'] = (data[u'销售增长率'])\n",
    "data_new['当地经济环境'] = (data[u'当地经济环境'])\n",
    "data_new['撮合单数'] = (data[u'撮合单数'])\n",
    "# data_new.to_csv('./data/features_card_v2.csv') #离散特征合并\n",
    "data_new.to_csv('./data/features_card.csv') #离散特征合并\n",
    "data_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>注册地址</th>\n",
       "      <td>66.0</td>\n",
       "      <td>0.424242</td>\n",
       "      <td>0.498015</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>注册资本变更</th>\n",
       "      <td>66.0</td>\n",
       "      <td>0.227273</td>\n",
       "      <td>0.422282</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>法人变更</th>\n",
       "      <td>66.0</td>\n",
       "      <td>0.060606</td>\n",
       "      <td>0.240435</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>分支机构</th>\n",
       "      <td>66.0</td>\n",
       "      <td>0.121212</td>\n",
       "      <td>0.328875</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>商标专利</th>\n",
       "      <td>65.0</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.502398</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>场地归属</th>\n",
       "      <td>66.0</td>\n",
       "      <td>0.303030</td>\n",
       "      <td>0.463090</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>有无贷款</th>\n",
       "      <td>58.0</td>\n",
       "      <td>0.706897</td>\n",
       "      <td>0.459161</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>企业征信</th>\n",
       "      <td>41.0</td>\n",
       "      <td>1.341463</td>\n",
       "      <td>0.728346</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>涉诉信息</th>\n",
       "      <td>66.0</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.715464</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>下游客户情况</th>\n",
       "      <td>53.0</td>\n",
       "      <td>2.490566</td>\n",
       "      <td>0.932792</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>4.000</td>\n",
       "      <td>4.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>注册时间</th>\n",
       "      <td>66.0</td>\n",
       "      <td>10.068182</td>\n",
       "      <td>4.592541</td>\n",
       "      <td>1.50</td>\n",
       "      <td>6.25</td>\n",
       "      <td>9.50</td>\n",
       "      <td>13.000</td>\n",
       "      <td>21.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>实收资本</th>\n",
       "      <td>66.0</td>\n",
       "      <td>574.169636</td>\n",
       "      <td>962.800230</td>\n",
       "      <td>30.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>169.00</td>\n",
       "      <td>575.000</td>\n",
       "      <td>4036.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>员工人数</th>\n",
       "      <td>66.0</td>\n",
       "      <td>97.196970</td>\n",
       "      <td>127.013412</td>\n",
       "      <td>10.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>55.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>700.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>厂房面积</th>\n",
       "      <td>66.0</td>\n",
       "      <td>13597.575758</td>\n",
       "      <td>24595.349533</td>\n",
       "      <td>200.00</td>\n",
       "      <td>2075.00</td>\n",
       "      <td>5000.00</td>\n",
       "      <td>10000.000</td>\n",
       "      <td>160000.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>资产负债率</th>\n",
       "      <td>66.0</td>\n",
       "      <td>70.210758</td>\n",
       "      <td>22.433701</td>\n",
       "      <td>5.00</td>\n",
       "      <td>57.75</td>\n",
       "      <td>77.00</td>\n",
       "      <td>87.750</td>\n",
       "      <td>95.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>流动比率</th>\n",
       "      <td>59.0</td>\n",
       "      <td>165.047458</td>\n",
       "      <td>214.606617</td>\n",
       "      <td>22.73</td>\n",
       "      <td>103.25</td>\n",
       "      <td>112.00</td>\n",
       "      <td>140.500</td>\n",
       "      <td>1646.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>净资产</th>\n",
       "      <td>66.0</td>\n",
       "      <td>621.789394</td>\n",
       "      <td>786.285996</td>\n",
       "      <td>53.00</td>\n",
       "      <td>126.55</td>\n",
       "      <td>228.00</td>\n",
       "      <td>881.675</td>\n",
       "      <td>4171.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>货币资金</th>\n",
       "      <td>58.0</td>\n",
       "      <td>222.737931</td>\n",
       "      <td>369.683347</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.50</td>\n",
       "      <td>70.50</td>\n",
       "      <td>244.000</td>\n",
       "      <td>2216.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>存货周转天数</th>\n",
       "      <td>57.0</td>\n",
       "      <td>66.183333</td>\n",
       "      <td>141.148188</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.37</td>\n",
       "      <td>19.00</td>\n",
       "      <td>69.000</td>\n",
       "      <td>789.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>应收账款周转天数</th>\n",
       "      <td>62.0</td>\n",
       "      <td>93.515484</td>\n",
       "      <td>61.950577</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>77.00</td>\n",
       "      <td>122.250</td>\n",
       "      <td>293.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>主营业务利润率</th>\n",
       "      <td>61.0</td>\n",
       "      <td>10.532951</td>\n",
       "      <td>5.924560</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>13.000</td>\n",
       "      <td>30.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>净资产增长率</th>\n",
       "      <td>58.0</td>\n",
       "      <td>69.146552</td>\n",
       "      <td>288.971416</td>\n",
       "      <td>-22.00</td>\n",
       "      <td>1.25</td>\n",
       "      <td>11.76</td>\n",
       "      <td>25.500</td>\n",
       "      <td>2140.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>销售增长率</th>\n",
       "      <td>57.0</td>\n",
       "      <td>48.892982</td>\n",
       "      <td>147.847111</td>\n",
       "      <td>-37.00</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>11.00</td>\n",
       "      <td>37.000</td>\n",
       "      <td>1055.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>当地经济环境</th>\n",
       "      <td>59.0</td>\n",
       "      <td>7.946102</td>\n",
       "      <td>0.811693</td>\n",
       "      <td>4.80</td>\n",
       "      <td>7.50</td>\n",
       "      <td>8.20</td>\n",
       "      <td>8.600</td>\n",
       "      <td>8.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>撮合单数</th>\n",
       "      <td>60.0</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>14.861736</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.000</td>\n",
       "      <td>108.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          count          mean           std     min      25%      50%  \\\n",
       "注册地址       66.0      0.424242      0.498015    0.00     0.00     0.00   \n",
       "注册资本变更     66.0      0.227273      0.422282    0.00     0.00     0.00   \n",
       "法人变更       66.0      0.060606      0.240435    0.00     0.00     0.00   \n",
       "分支机构       66.0      0.121212      0.328875    0.00     0.00     0.00   \n",
       "商标专利       65.0      0.461538      0.502398    0.00     0.00     0.00   \n",
       "场地归属       66.0      0.303030      0.463090    0.00     0.00     0.00   \n",
       "有无贷款       58.0      0.706897      0.459161    0.00     0.00     1.00   \n",
       "企业征信       41.0      1.341463      0.728346    1.00     1.00     1.00   \n",
       "涉诉信息       66.0      0.363636      0.715464    0.00     0.00     0.00   \n",
       "下游客户情况     53.0      2.490566      0.932792    1.00     2.00     2.00   \n",
       "注册时间       66.0     10.068182      4.592541    1.50     6.25     9.50   \n",
       "实收资本       66.0    574.169636    962.800230   30.00    50.00   169.00   \n",
       "员工人数       66.0     97.196970    127.013412   10.00    40.00    55.00   \n",
       "厂房面积       66.0  13597.575758  24595.349533  200.00  2075.00  5000.00   \n",
       "资产负债率      66.0     70.210758     22.433701    5.00    57.75    77.00   \n",
       "流动比率       59.0    165.047458    214.606617   22.73   103.25   112.00   \n",
       "净资产        66.0    621.789394    786.285996   53.00   126.55   228.00   \n",
       "货币资金       58.0    222.737931    369.683347    0.00    36.50    70.50   \n",
       "存货周转天数     57.0     66.183333    141.148188    0.00     5.37    19.00   \n",
       "应收账款周转天数   62.0     93.515484     61.950577    0.00    50.00    77.00   \n",
       "主营业务利润率    61.0     10.532951      5.924560    1.00     7.00     8.00   \n",
       "净资产增长率     58.0     69.146552    288.971416  -22.00     1.25    11.76   \n",
       "销售增长率      57.0     48.892982    147.847111  -37.00    -0.05    11.00   \n",
       "当地经济环境     59.0      7.946102      0.811693    4.80     7.50     8.20   \n",
       "撮合单数       60.0      3.900000     14.861736    0.00     0.00     0.00   \n",
       "\n",
       "                75%        max  \n",
       "注册地址          1.000       1.00  \n",
       "注册资本变更        0.000       1.00  \n",
       "法人变更          0.000       1.00  \n",
       "分支机构          0.000       1.00  \n",
       "商标专利          1.000       1.00  \n",
       "场地归属          1.000       1.00  \n",
       "有无贷款          1.000       1.00  \n",
       "企业征信          1.000       4.00  \n",
       "涉诉信息          1.000       4.00  \n",
       "下游客户情况        4.000       4.00  \n",
       "注册时间         13.000      21.00  \n",
       "实收资本        575.000    4036.44  \n",
       "员工人数        100.000     700.00  \n",
       "厂房面积      10000.000  160000.00  \n",
       "资产负债率        87.750      95.00  \n",
       "流动比率        140.500    1646.00  \n",
       "净资产         881.675    4171.00  \n",
       "货币资金        244.000    2216.00  \n",
       "存货周转天数       69.000     789.00  \n",
       "应收账款周转天数    122.250     293.00  \n",
       "主营业务利润率      13.000      30.00  \n",
       "净资产增长率       25.500    2140.00  \n",
       "销售增长率        37.000    1055.00  \n",
       "当地经济环境        8.600       8.80  \n",
       "撮合单数          1.000     108.00  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 交易数据特征-以客户为样本\n",
    "- 合作时间，订单总数，交易总量，平均交易量（吨），平均交易额（万），最高交易额，最高交易量，交易时间间隔均值，\n",
    "- 合作供应商数量，购买产品类数\n",
    "- 金融服务（贷款订单）统计：成交量，成交额，订单数,合作时间。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24, 0)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indexs = ['订单总数','合作时间（月）','最近交易（X月之前）','最近连续交易月数','订单时间间隔均值（天）','订单时间间隔方差（天）',\n",
    "          '交易总量','交易量最大值','交易量最小值','交易量方差','交易量均值','交易额总量','交易额最大值','交易额最小值','交易额方差',\n",
    "          '交易额均值','交易稳定性（近三个月交易量变化均值）','供应商数量','采购产品种类数量',\n",
    "          '账期订单占比','账期订单交易量均值','账期订单交易额均值','账期合作时间（月）','最近一笔账期订单（X月之前）']\n",
    "data_add = pd.DataFrame(index=indexs)\n",
    "data_add.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>订单总数</th>\n",
       "      <th>合作时间（月）</th>\n",
       "      <th>最近交易（X月之前）</th>\n",
       "      <th>最近连续交易月数</th>\n",
       "      <th>订单时间间隔均值（天）</th>\n",
       "      <th>订单时间间隔方差（天）</th>\n",
       "      <th>交易总量</th>\n",
       "      <th>交易量最大值</th>\n",
       "      <th>交易量最小值</th>\n",
       "      <th>交易量方差</th>\n",
       "      <th>...</th>\n",
       "      <th>交易额方差</th>\n",
       "      <th>交易额均值</th>\n",
       "      <th>交易稳定性（近三个月交易量变化均值）</th>\n",
       "      <th>供应商数量</th>\n",
       "      <th>采购产品种类数量</th>\n",
       "      <th>账期订单占比</th>\n",
       "      <th>账期订单交易量均值</th>\n",
       "      <th>账期订单交易额均值</th>\n",
       "      <th>账期合作时间（月）</th>\n",
       "      <th>最近一笔账期订单（X月之前）</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>无锡国友塑料制品有限公司</th>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17.600000</td>\n",
       "      <td>8.384510</td>\n",
       "      <td>170.00</td>\n",
       "      <td>32.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>13.174651</td>\n",
       "      <td>...</td>\n",
       "      <td>111300.534868</td>\n",
       "      <td>208424.285714</td>\n",
       "      <td>1.518750</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>273504.000000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>砀山县雁发塑胶制品有限公司</th>\n",
       "      <td>10.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>48.555556</td>\n",
       "      <td>82.725617</td>\n",
       "      <td>326.14</td>\n",
       "      <td>35.00</td>\n",
       "      <td>30.25</td>\n",
       "      <td>1.722506</td>\n",
       "      <td>...</td>\n",
       "      <td>17273.576581</td>\n",
       "      <td>326036.250000</td>\n",
       "      <td>0.002367</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>32.614000</td>\n",
       "      <td>326036.250000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宜兴市海燕塑料制品有限公司</th>\n",
       "      <td>23.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>22.666667</td>\n",
       "      <td>16.298683</td>\n",
       "      <td>687.90</td>\n",
       "      <td>47.90</td>\n",
       "      <td>10.00</td>\n",
       "      <td>8.535035</td>\n",
       "      <td>...</td>\n",
       "      <td>65433.125093</td>\n",
       "      <td>272468.316000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.869565</td>\n",
       "      <td>34.395000</td>\n",
       "      <td>272468.316000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区狮山联生塑料五金厂</th>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>17.117647</td>\n",
       "      <td>30.489511</td>\n",
       "      <td>603.75</td>\n",
       "      <td>50.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.088805</td>\n",
       "      <td>...</td>\n",
       "      <td>90943.561081</td>\n",
       "      <td>279952.236842</td>\n",
       "      <td>0.039636</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>28.187500</td>\n",
       "      <td>245304.375000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市南璋颜料有限公司</th>\n",
       "      <td>15.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.222222</td>\n",
       "      <td>21.683967</td>\n",
       "      <td>403.00</td>\n",
       "      <td>62.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>16.928772</td>\n",
       "      <td>...</td>\n",
       "      <td>100622.607986</td>\n",
       "      <td>205121.666667</td>\n",
       "      <td>-0.028302</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>41.857143</td>\n",
       "      <td>261311.428571</td>\n",
       "      <td>11.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海辉煌塑料有限公司</th>\n",
       "      <td>17.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>16.125000</td>\n",
       "      <td>12.924782</td>\n",
       "      <td>299.50</td>\n",
       "      <td>40.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>9.873464</td>\n",
       "      <td>...</td>\n",
       "      <td>79583.805832</td>\n",
       "      <td>155594.117647</td>\n",
       "      <td>0.313234</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>17.617647</td>\n",
       "      <td>155594.117647</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市新展塑料制品有限公司</th>\n",
       "      <td>30.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>19.259259</td>\n",
       "      <td>16.225793</td>\n",
       "      <td>1601.25</td>\n",
       "      <td>196.00</td>\n",
       "      <td>28.00</td>\n",
       "      <td>38.805935</td>\n",
       "      <td>...</td>\n",
       "      <td>255532.598634</td>\n",
       "      <td>334245.477241</td>\n",
       "      <td>0.155568</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>55.148148</td>\n",
       "      <td>337569.771852</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>四会市塑利莱科技有限公司</th>\n",
       "      <td>25.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.909091</td>\n",
       "      <td>18.142056</td>\n",
       "      <td>1463.00</td>\n",
       "      <td>155.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>29.649245</td>\n",
       "      <td>...</td>\n",
       "      <td>200338.746662</td>\n",
       "      <td>383056.600000</td>\n",
       "      <td>13.714286</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.880000</td>\n",
       "      <td>57.954545</td>\n",
       "      <td>375151.590909</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市威塑建材有限公司</th>\n",
       "      <td>2.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>325.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>8273.149340</td>\n",
       "      <td>61650.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>61650.000000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>16.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州俊儿塑料科技有限公司</th>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>16.886174</td>\n",
       "      <td>384.69</td>\n",
       "      <td>50.00</td>\n",
       "      <td>24.75</td>\n",
       "      <td>10.051343</td>\n",
       "      <td>...</td>\n",
       "      <td>102676.400125</td>\n",
       "      <td>376344.680000</td>\n",
       "      <td>-0.075595</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>38.469000</td>\n",
       "      <td>376344.680000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠海三樱日用品有限公司</th>\n",
       "      <td>37.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.360000</td>\n",
       "      <td>8.290959</td>\n",
       "      <td>349.98</td>\n",
       "      <td>20.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>4.319261</td>\n",
       "      <td>...</td>\n",
       "      <td>44656.636883</td>\n",
       "      <td>137140.163462</td>\n",
       "      <td>0.164952</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.702703</td>\n",
       "      <td>13.460769</td>\n",
       "      <td>137140.163462</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞颜专塑料贸易有限公司</th>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>32.666667</td>\n",
       "      <td>32.128907</td>\n",
       "      <td>34.00</td>\n",
       "      <td>6.00</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0.626783</td>\n",
       "      <td>...</td>\n",
       "      <td>7771.498599</td>\n",
       "      <td>61357.142857</td>\n",
       "      <td>0.027778</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>64480.000000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市高筑瓦业有限公司</th>\n",
       "      <td>27.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.153846</td>\n",
       "      <td>21.057431</td>\n",
       "      <td>883.00</td>\n",
       "      <td>62.00</td>\n",
       "      <td>26.50</td>\n",
       "      <td>10.077354</td>\n",
       "      <td>...</td>\n",
       "      <td>53598.187647</td>\n",
       "      <td>193305.426296</td>\n",
       "      <td>-0.000956</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>32.703704</td>\n",
       "      <td>193305.426296</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡贝特塑料电器有限公司</th>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>136.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>3.535534</td>\n",
       "      <td>...</td>\n",
       "      <td>30511.657608</td>\n",
       "      <td>113575.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市海德塑胶制品有限公司</th>\n",
       "      <td>34.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>18.800000</td>\n",
       "      <td>12.015507</td>\n",
       "      <td>850.00</td>\n",
       "      <td>40.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>3.379977</td>\n",
       "      <td>...</td>\n",
       "      <td>48130.746351</td>\n",
       "      <td>261329.117647</td>\n",
       "      <td>0.044634</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.941176</td>\n",
       "      <td>25.015625</td>\n",
       "      <td>262765.781250</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市新隆电器有限公司</th>\n",
       "      <td>31.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>23.192432</td>\n",
       "      <td>1226.93</td>\n",
       "      <td>106.00</td>\n",
       "      <td>16.50</td>\n",
       "      <td>22.316324</td>\n",
       "      <td>...</td>\n",
       "      <td>158608.370479</td>\n",
       "      <td>261695.425000</td>\n",
       "      <td>0.472729</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.935484</td>\n",
       "      <td>39.514828</td>\n",
       "      <td>247955.612069</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市利华亿塑胶有限公司</th>\n",
       "      <td>25.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>18.619048</td>\n",
       "      <td>12.269785</td>\n",
       "      <td>568.75</td>\n",
       "      <td>53.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>9.955602</td>\n",
       "      <td>...</td>\n",
       "      <td>77832.057215</td>\n",
       "      <td>153194.583333</td>\n",
       "      <td>0.197962</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.560000</td>\n",
       "      <td>26.357143</td>\n",
       "      <td>186265.714286</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市泉兴塑胶有限公司</th>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>56.600000</td>\n",
       "      <td>69.302237</td>\n",
       "      <td>324.25</td>\n",
       "      <td>93.00</td>\n",
       "      <td>26.50</td>\n",
       "      <td>24.293384</td>\n",
       "      <td>...</td>\n",
       "      <td>165205.837799</td>\n",
       "      <td>222005.937500</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>77.500000</td>\n",
       "      <td>469030.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东祥利塑料有限公司</th>\n",
       "      <td>59.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.200000</td>\n",
       "      <td>6.528832</td>\n",
       "      <td>4637.35</td>\n",
       "      <td>162.00</td>\n",
       "      <td>0.25</td>\n",
       "      <td>48.893865</td>\n",
       "      <td>...</td>\n",
       "      <td>305467.484178</td>\n",
       "      <td>538340.709091</td>\n",
       "      <td>0.616605</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.915254</td>\n",
       "      <td>85.353704</td>\n",
       "      <td>545082.157407</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>常州艾普科汽车部件制造有限公司</th>\n",
       "      <td>20.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>20.058824</td>\n",
       "      <td>11.387881</td>\n",
       "      <td>64.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.460994</td>\n",
       "      <td>...</td>\n",
       "      <td>14492.215772</td>\n",
       "      <td>34115.263158</td>\n",
       "      <td>0.038095</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>3.444444</td>\n",
       "      <td>34927.222222</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市顺德区瑞良塑料制品有限公司</th>\n",
       "      <td>19.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>17.076923</td>\n",
       "      <td>15.526652</td>\n",
       "      <td>353.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>15.380259</td>\n",
       "      <td>...</td>\n",
       "      <td>159382.584264</td>\n",
       "      <td>235356.666667</td>\n",
       "      <td>0.655983</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.736842</td>\n",
       "      <td>24.500000</td>\n",
       "      <td>245310.714286</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市粤塑包装材料有限公司</th>\n",
       "      <td>23.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>16.812500</td>\n",
       "      <td>21.946051</td>\n",
       "      <td>592.25</td>\n",
       "      <td>40.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>7.389720</td>\n",
       "      <td>...</td>\n",
       "      <td>60648.906455</td>\n",
       "      <td>237299.239130</td>\n",
       "      <td>0.006960</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.695652</td>\n",
       "      <td>25.203125</td>\n",
       "      <td>234166.406250</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市三丰电子有限公司</th>\n",
       "      <td>74.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10.111111</td>\n",
       "      <td>9.875207</td>\n",
       "      <td>2226.05</td>\n",
       "      <td>113.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>18.600823</td>\n",
       "      <td>...</td>\n",
       "      <td>105094.461389</td>\n",
       "      <td>177439.945205</td>\n",
       "      <td>0.167857</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.608108</td>\n",
       "      <td>30.561111</td>\n",
       "      <td>188392.388889</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市鼎宇电业科技有限公司</th>\n",
       "      <td>23.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>28.650000</td>\n",
       "      <td>29.620894</td>\n",
       "      <td>647.49</td>\n",
       "      <td>79.20</td>\n",
       "      <td>1.00</td>\n",
       "      <td>13.643539</td>\n",
       "      <td>...</td>\n",
       "      <td>89649.962312</td>\n",
       "      <td>177845.361739</td>\n",
       "      <td>0.131902</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.521739</td>\n",
       "      <td>29.415833</td>\n",
       "      <td>209454.110000</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>开平市源成达塑胶制品有限公司</th>\n",
       "      <td>20.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.187500</td>\n",
       "      <td>39.801539</td>\n",
       "      <td>900.25</td>\n",
       "      <td>254.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>67.227252</td>\n",
       "      <td>...</td>\n",
       "      <td>401473.769316</td>\n",
       "      <td>312900.138889</td>\n",
       "      <td>0.036697</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>40.312500</td>\n",
       "      <td>260175.937500</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市塑兴塑胶制品有限公司</th>\n",
       "      <td>38.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.575758</td>\n",
       "      <td>20.458846</td>\n",
       "      <td>1471.05</td>\n",
       "      <td>150.00</td>\n",
       "      <td>26.40</td>\n",
       "      <td>28.389944</td>\n",
       "      <td>...</td>\n",
       "      <td>161883.060533</td>\n",
       "      <td>253461.898889</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.631579</td>\n",
       "      <td>34.337500</td>\n",
       "      <td>211894.729167</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市诚宝塑胶实业有限公司</th>\n",
       "      <td>17.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>40.333333</td>\n",
       "      <td>39.070754</td>\n",
       "      <td>718.00</td>\n",
       "      <td>132.00</td>\n",
       "      <td>26.40</td>\n",
       "      <td>27.928143</td>\n",
       "      <td>...</td>\n",
       "      <td>153749.868981</td>\n",
       "      <td>256604.470588</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.823529</td>\n",
       "      <td>38.085714</td>\n",
       "      <td>239481.428571</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区松岗明珠塑料有限公司</th>\n",
       "      <td>19.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>20.555556</td>\n",
       "      <td>17.236153</td>\n",
       "      <td>584.75</td>\n",
       "      <td>54.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.354110</td>\n",
       "      <td>...</td>\n",
       "      <td>76211.230135</td>\n",
       "      <td>188408.289474</td>\n",
       "      <td>0.018519</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.894737</td>\n",
       "      <td>30.455882</td>\n",
       "      <td>188171.029412</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市锐博新材料有限公司</th>\n",
       "      <td>5.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>48.750000</td>\n",
       "      <td>34.325646</td>\n",
       "      <td>109.00</td>\n",
       "      <td>28.00</td>\n",
       "      <td>1.50</td>\n",
       "      <td>11.366618</td>\n",
       "      <td>...</td>\n",
       "      <td>79264.503121</td>\n",
       "      <td>152171.000000</td>\n",
       "      <td>-0.471698</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>20.625000</td>\n",
       "      <td>144103.750000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡达美新材料有限公司</th>\n",
       "      <td>21.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>23.555556</td>\n",
       "      <td>16.143555</td>\n",
       "      <td>484.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.940128</td>\n",
       "      <td>...</td>\n",
       "      <td>67969.641880</td>\n",
       "      <td>235898.690476</td>\n",
       "      <td>0.016484</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.714286</td>\n",
       "      <td>22.866667</td>\n",
       "      <td>232940.166667</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市盛创塑胶制品有限公司</th>\n",
       "      <td>21.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>27.133333</td>\n",
       "      <td>16.530779</td>\n",
       "      <td>683.75</td>\n",
       "      <td>93.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>19.057565</td>\n",
       "      <td>...</td>\n",
       "      <td>120744.935853</td>\n",
       "      <td>216436.052632</td>\n",
       "      <td>1.062069</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.619048</td>\n",
       "      <td>39.288462</td>\n",
       "      <td>250301.538462</td>\n",
       "      <td>11.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东深联实业有限公司</th>\n",
       "      <td>41.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>18.709677</td>\n",
       "      <td>21.595051</td>\n",
       "      <td>3424.75</td>\n",
       "      <td>403.00</td>\n",
       "      <td>0.50</td>\n",
       "      <td>73.770793</td>\n",
       "      <td>...</td>\n",
       "      <td>384597.899891</td>\n",
       "      <td>542288.581081</td>\n",
       "      <td>-0.379273</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.780488</td>\n",
       "      <td>92.242188</td>\n",
       "      <td>553147.421875</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市骏瑞橡塑材料有限公司</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>45.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.787136</td>\n",
       "      <td>...</td>\n",
       "      <td>66903.965690</td>\n",
       "      <td>159687.500000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>11.250000</td>\n",
       "      <td>159687.500000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市鸿友包装材料有限公司</th>\n",
       "      <td>25.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>25.136364</td>\n",
       "      <td>25.445171</td>\n",
       "      <td>606.38</td>\n",
       "      <td>30.00</td>\n",
       "      <td>16.00</td>\n",
       "      <td>2.393927</td>\n",
       "      <td>...</td>\n",
       "      <td>32545.276051</td>\n",
       "      <td>246574.000000</td>\n",
       "      <td>-0.035000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>24.806500</td>\n",
       "      <td>255651.750000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市荣辉塑料粒有限公司</th>\n",
       "      <td>2.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>257.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>118.00</td>\n",
       "      <td>62.00</td>\n",
       "      <td>56.00</td>\n",
       "      <td>4.242641</td>\n",
       "      <td>...</td>\n",
       "      <td>23136.533880</td>\n",
       "      <td>343720.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>343720.000000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无锡市玉西薄膜有限公司</th>\n",
       "      <td>16.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.846154</td>\n",
       "      <td>31.548497</td>\n",
       "      <td>214.38</td>\n",
       "      <td>30.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>6.114067</td>\n",
       "      <td>...</td>\n",
       "      <td>66498.953268</td>\n",
       "      <td>148960.000000</td>\n",
       "      <td>0.378298</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.312500</td>\n",
       "      <td>17.400000</td>\n",
       "      <td>198200.000000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市竞发塑料有限公司</th>\n",
       "      <td>19.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24.153846</td>\n",
       "      <td>24.865794</td>\n",
       "      <td>838.00</td>\n",
       "      <td>168.00</td>\n",
       "      <td>26.50</td>\n",
       "      <td>38.848688</td>\n",
       "      <td>...</td>\n",
       "      <td>256006.678261</td>\n",
       "      <td>325343.823529</td>\n",
       "      <td>0.389630</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.789474</td>\n",
       "      <td>49.966667</td>\n",
       "      <td>329686.666667</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市美叶塑胶制品有限公司</th>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>35.500000</td>\n",
       "      <td>46.945810</td>\n",
       "      <td>416.00</td>\n",
       "      <td>60.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>15.156192</td>\n",
       "      <td>...</td>\n",
       "      <td>77474.988506</td>\n",
       "      <td>179676.428571</td>\n",
       "      <td>1.016667</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>24.250000</td>\n",
       "      <td>158433.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市广和新材料有限公司</th>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>33.500000</td>\n",
       "      <td>21.093706</td>\n",
       "      <td>294.00</td>\n",
       "      <td>56.00</td>\n",
       "      <td>8.00</td>\n",
       "      <td>11.602508</td>\n",
       "      <td>...</td>\n",
       "      <td>181448.710209</td>\n",
       "      <td>363201.818182</td>\n",
       "      <td>-0.283730</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>26.727273</td>\n",
       "      <td>363201.818182</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>深圳市秋叶原实业有限公司</th>\n",
       "      <td>38.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>11.747340</td>\n",
       "      <td>2028.50</td>\n",
       "      <td>282.50</td>\n",
       "      <td>3.50</td>\n",
       "      <td>58.547500</td>\n",
       "      <td>...</td>\n",
       "      <td>313422.366199</td>\n",
       "      <td>409961.379310</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.631579</td>\n",
       "      <td>73.937500</td>\n",
       "      <td>432068.750000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东四维塑业股份有限公司</th>\n",
       "      <td>31.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>17.571429</td>\n",
       "      <td>19.182223</td>\n",
       "      <td>1158.00</td>\n",
       "      <td>149.50</td>\n",
       "      <td>0.25</td>\n",
       "      <td>25.114718</td>\n",
       "      <td>...</td>\n",
       "      <td>164788.186487</td>\n",
       "      <td>233101.693548</td>\n",
       "      <td>0.378358</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.967742</td>\n",
       "      <td>37.366667</td>\n",
       "      <td>234150.083333</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠海江山塑料有限公司</th>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>16.875000</td>\n",
       "      <td>10.973182</td>\n",
       "      <td>231.01</td>\n",
       "      <td>49.50</td>\n",
       "      <td>5.00</td>\n",
       "      <td>11.511403</td>\n",
       "      <td>...</td>\n",
       "      <td>113902.638754</td>\n",
       "      <td>184873.020833</td>\n",
       "      <td>0.668172</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>19.250833</td>\n",
       "      <td>184873.020833</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市瑞琪牛津布有限公司</th>\n",
       "      <td>14.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.692308</td>\n",
       "      <td>27.998168</td>\n",
       "      <td>708.00</td>\n",
       "      <td>84.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>19.318293</td>\n",
       "      <td>...</td>\n",
       "      <td>151477.753330</td>\n",
       "      <td>301759.464286</td>\n",
       "      <td>0.066667</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.785714</td>\n",
       "      <td>51.045455</td>\n",
       "      <td>316316.590909</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市闽丰塑胶制品有限公司</th>\n",
       "      <td>22.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>20.944444</td>\n",
       "      <td>16.878361</td>\n",
       "      <td>1006.90</td>\n",
       "      <td>79.20</td>\n",
       "      <td>26.40</td>\n",
       "      <td>17.167137</td>\n",
       "      <td>...</td>\n",
       "      <td>110481.761482</td>\n",
       "      <td>285336.818182</td>\n",
       "      <td>-0.057143</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>44.705000</td>\n",
       "      <td>276708.900000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市奔月塑胶材料有限公司</th>\n",
       "      <td>31.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.185185</td>\n",
       "      <td>19.695835</td>\n",
       "      <td>1050.10</td>\n",
       "      <td>56.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>12.372820</td>\n",
       "      <td>...</td>\n",
       "      <td>91612.006958</td>\n",
       "      <td>233486.344828</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.741935</td>\n",
       "      <td>38.482609</td>\n",
       "      <td>251012.782609</td>\n",
       "      <td>12.0</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州市中泰新材料有限公司</th>\n",
       "      <td>44.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>14.212121</td>\n",
       "      <td>8.510132</td>\n",
       "      <td>941.50</td>\n",
       "      <td>78.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.347370</td>\n",
       "      <td>...</td>\n",
       "      <td>58623.224663</td>\n",
       "      <td>144898.684211</td>\n",
       "      <td>0.463492</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.477273</td>\n",
       "      <td>22.380952</td>\n",
       "      <td>142370.952381</td>\n",
       "      <td>10.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>惠州俊豪塑料发展有限公司</th>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>26.333333</td>\n",
       "      <td>15.956380</td>\n",
       "      <td>335.50</td>\n",
       "      <td>30.00</td>\n",
       "      <td>18.00</td>\n",
       "      <td>3.438680</td>\n",
       "      <td>...</td>\n",
       "      <td>33375.279324</td>\n",
       "      <td>251371.826923</td>\n",
       "      <td>-0.015152</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.928571</td>\n",
       "      <td>25.807692</td>\n",
       "      <td>251371.826923</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山市爱马仕洁具有限公司</th>\n",
       "      <td>21.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>29.166667</td>\n",
       "      <td>31.580430</td>\n",
       "      <td>658.00</td>\n",
       "      <td>52.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>9.767719</td>\n",
       "      <td>...</td>\n",
       "      <td>68409.833086</td>\n",
       "      <td>241611.428571</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.809524</td>\n",
       "      <td>30.823529</td>\n",
       "      <td>244408.235294</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓市波兴塑料制品有限公司</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144750.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市长源塑胶制品有限公司</th>\n",
       "      <td>5.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>118.500000</td>\n",
       "      <td>109.600791</td>\n",
       "      <td>476.80</td>\n",
       "      <td>264.00</td>\n",
       "      <td>26.40</td>\n",
       "      <td>97.793906</td>\n",
       "      <td>...</td>\n",
       "      <td>693244.591886</td>\n",
       "      <td>646227.200000</td>\n",
       "      <td>-0.350000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>140.800000</td>\n",
       "      <td>975920.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市瑞利贝塑胶电子制品有限公司</th>\n",
       "      <td>38.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17.480000</td>\n",
       "      <td>9.946189</td>\n",
       "      <td>619.75</td>\n",
       "      <td>51.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>9.087660</td>\n",
       "      <td>...</td>\n",
       "      <td>60641.296985</td>\n",
       "      <td>138021.892857</td>\n",
       "      <td>0.910000</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.631579</td>\n",
       "      <td>23.447917</td>\n",
       "      <td>147332.208333</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市环泰塑胶包装制品有限公司</th>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.200000</td>\n",
       "      <td>10.686440</td>\n",
       "      <td>151.75</td>\n",
       "      <td>28.00</td>\n",
       "      <td>24.00</td>\n",
       "      <td>1.409048</td>\n",
       "      <td>...</td>\n",
       "      <td>22764.315208</td>\n",
       "      <td>260406.250000</td>\n",
       "      <td>-0.016261</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>25.291667</td>\n",
       "      <td>260406.250000</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市南海区狮山润泉实业有限公司</th>\n",
       "      <td>20.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>17.705882</td>\n",
       "      <td>15.450585</td>\n",
       "      <td>683.25</td>\n",
       "      <td>54.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>12.299517</td>\n",
       "      <td>...</td>\n",
       "      <td>112607.537403</td>\n",
       "      <td>330002.000000</td>\n",
       "      <td>0.296288</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>36.053571</td>\n",
       "      <td>345458.214286</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市丰年塑胶制品有限公司</th>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>29.333333</td>\n",
       "      <td>16.703293</td>\n",
       "      <td>236.00</td>\n",
       "      <td>31.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>8.235425</td>\n",
       "      <td>...</td>\n",
       "      <td>53097.580234</td>\n",
       "      <td>140104.000000</td>\n",
       "      <td>0.255645</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.727273</td>\n",
       "      <td>25.750000</td>\n",
       "      <td>155172.500000</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>佛山市顺元塑胶制品有限公司</th>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>148.000000</td>\n",
       "      <td>111.722871</td>\n",
       "      <td>76.50</td>\n",
       "      <td>25.50</td>\n",
       "      <td>25.50</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>4597.077876</td>\n",
       "      <td>239700.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>25.500000</td>\n",
       "      <td>242250.000000</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州佳昊实业有限公司</th>\n",
       "      <td>22.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>9.643651</td>\n",
       "      <td>494.25</td>\n",
       "      <td>34.00</td>\n",
       "      <td>17.00</td>\n",
       "      <td>5.199809</td>\n",
       "      <td>...</td>\n",
       "      <td>62469.820813</td>\n",
       "      <td>295244.736842</td>\n",
       "      <td>0.101942</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.818182</td>\n",
       "      <td>26.347222</td>\n",
       "      <td>300091.666667</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中山南荣塑胶机械工业有限公司</th>\n",
       "      <td>12.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>13.150834</td>\n",
       "      <td>440.25</td>\n",
       "      <td>56.00</td>\n",
       "      <td>26.00</td>\n",
       "      <td>13.968766</td>\n",
       "      <td>...</td>\n",
       "      <td>79616.188156</td>\n",
       "      <td>253745.208333</td>\n",
       "      <td>0.172840</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.916667</td>\n",
       "      <td>37.568182</td>\n",
       "      <td>255998.409091</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阳江市顺和工业有限公司</th>\n",
       "      <td>24.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.555556</td>\n",
       "      <td>8.045622</td>\n",
       "      <td>498.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>9.417627</td>\n",
       "      <td>...</td>\n",
       "      <td>78212.645774</td>\n",
       "      <td>190310.434783</td>\n",
       "      <td>0.433766</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>21.571429</td>\n",
       "      <td>189613.809524</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市佳成塑胶科技有限公司</th>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>22.250000</td>\n",
       "      <td>22.877000</td>\n",
       "      <td>336.00</td>\n",
       "      <td>60.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>13.524389</td>\n",
       "      <td>...</td>\n",
       "      <td>116224.317463</td>\n",
       "      <td>271083.333333</td>\n",
       "      <td>0.064815</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.583333</td>\n",
       "      <td>30.142857</td>\n",
       "      <td>286857.142857</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>太仓京润塑料制品有限公司</th>\n",
       "      <td>24.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>18.900000</td>\n",
       "      <td>18.637540</td>\n",
       "      <td>503.21</td>\n",
       "      <td>30.25</td>\n",
       "      <td>10.00</td>\n",
       "      <td>5.339558</td>\n",
       "      <td>...</td>\n",
       "      <td>55096.335119</td>\n",
       "      <td>233585.035714</td>\n",
       "      <td>0.082906</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.833333</td>\n",
       "      <td>23.923000</td>\n",
       "      <td>232975.912500</td>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  订单总数  合作时间（月）  最近交易（X月之前）  最近连续交易月数  订单时间间隔均值（天）  \\\n",
       "无锡国友塑料制品有限公司       7.0      4.0         1.0       4.0    17.600000   \n",
       "砀山县雁发塑胶制品有限公司     10.0     16.0         2.0       5.0    48.555556   \n",
       "宜兴市海燕塑料制品有限公司     23.0     14.0         3.0       1.0    22.666667   \n",
       "佛山市南海区狮山联生塑料五金厂   20.0     10.0         0.0       4.0    17.117647   \n",
       "深圳市南璋颜料有限公司       15.0     14.0         6.0       1.0    41.222222   \n",
       "佛山市南海辉煌塑料有限公司     17.0      9.0         4.0       5.0    16.125000   \n",
       "中山市新展塑料制品有限公司     30.0     18.0         1.0       4.0    19.259259   \n",
       "四会市塑利莱科技有限公司      25.0     13.0         4.0       1.0    15.909091   \n",
       "中山市威塑建材有限公司        2.0     12.0        16.0       1.0   325.000000   \n",
       "惠州俊儿塑料科技有限公司      13.0     10.0         3.0       1.0    33.000000   \n",
       "珠海三樱日用品有限公司       37.0     10.0         0.0      10.0    11.360000   \n",
       "东莞颜专塑料贸易有限公司       7.0      7.0         6.0       4.0    32.666667   \n",
       "佛山市高筑瓦业有限公司       27.0     16.0         1.0       4.0    18.153846   \n",
       "无锡贝特塑料电器有限公司       2.0      6.0         4.0       1.0   136.000000   \n",
       "东莞市海德塑胶制品有限公司     34.0     19.0         0.0       6.0    18.800000   \n",
       "中山市新隆电器有限公司       31.0     17.0         0.0       5.0    17.500000   \n",
       "深圳市利华亿塑胶有限公司      25.0     14.0         7.0      11.0    18.619048   \n",
       "东莞市泉兴塑胶有限公司        8.0     10.0        12.0       1.0    56.600000   \n",
       "广东祥利塑料有限公司        59.0     13.0         0.0      13.0     9.200000   \n",
       "常州艾普科汽车部件制造有限公司   20.0     12.0         1.0      12.0    20.058824   \n",
       "佛山市顺德区瑞良塑料制品有限公司  19.0      9.0         0.0       6.0    17.076923   \n",
       "东莞市粤塑包装材料有限公司     23.0     10.0         0.0       6.0    16.812500   \n",
       "深圳市三丰电子有限公司       74.0     22.0         3.0      22.0    10.111111   \n",
       "深圳市鼎宇电业科技有限公司     23.0     20.0         5.0       3.0    28.650000   \n",
       "开平市源成达塑胶制品有限公司    20.0     16.0         1.0       1.0    29.187500   \n",
       "东莞市塑兴塑胶制品有限公司     38.0     17.0         1.0       1.0    15.575758   \n",
       "东莞市诚宝塑胶实业有限公司     17.0     21.0         1.0       2.0    40.333333   \n",
       "佛山市南海区松岗明珠塑料有限公司  19.0     13.0         6.0       3.0    20.555556   \n",
       "广州市锐博新材料有限公司       5.0      8.0         5.0       3.0    48.750000   \n",
       "无锡达美新材料有限公司       21.0     15.0         0.0       7.0    23.555556   \n",
       "...                ...      ...         ...       ...          ...   \n",
       "深圳市盛创塑胶制品有限公司     21.0     15.0         6.0       5.0    27.133333   \n",
       "广东深联实业有限公司        41.0     20.0         1.0       2.0    18.709677   \n",
       "东莞市骏瑞橡塑材料有限公司      4.0      1.0         4.0       1.0    14.000000   \n",
       "东莞市鸿友包装材料有限公司     25.0     19.0         1.0       2.0    25.136364   \n",
       "东莞市荣辉塑料粒有限公司       2.0      9.0        13.0       1.0   257.000000   \n",
       "无锡市玉西薄膜有限公司       16.0     13.0         0.0       1.0    29.846154   \n",
       "中山市竞发塑料有限公司       19.0     11.0         0.0       5.0    24.153846   \n",
       "佛山市美叶塑胶制品有限公司     14.0     15.0         4.0       4.0    35.500000   \n",
       "东莞市广和新材料有限公司      12.0     12.0         1.0       2.0    33.500000   \n",
       "深圳市秋叶原实业有限公司      38.0     13.0         7.0       2.0    15.000000   \n",
       "广东四维塑业股份有限公司      31.0     17.0         1.0       3.0    17.571429   \n",
       "珠海江山塑料有限公司        12.0      5.0        12.0       5.0    16.875000   \n",
       "广州市瑞琪牛津布有限公司      14.0     15.0         8.0       1.0    32.692308   \n",
       "东莞市闽丰塑胶制品有限公司     22.0     14.0         5.0       1.0    20.944444   \n",
       "广州市奔月塑胶材料有限公司     31.0     15.0         5.0       1.0    16.185185   \n",
       "惠州市中泰新材料有限公司      44.0     16.0         6.0      12.0    14.212121   \n",
       "惠州俊豪塑料发展有限公司      14.0     11.0         4.0       3.0    26.333333   \n",
       "中山市爱马仕洁具有限公司      21.0     18.0         2.0       1.0    29.166667   \n",
       "太仓市波兴塑料制品有限公司      1.0      1.0         NaN       1.0          NaN   \n",
       "东莞市长源塑胶制品有限公司      5.0     16.0         4.0       1.0   118.500000   \n",
       "东莞市瑞利贝塑胶电子制品有限公司  38.0     15.0         4.0      13.0    17.480000   \n",
       "东莞市环泰塑胶包装制品有限公司    6.0      4.0         0.0       4.0    18.200000   \n",
       "佛山市南海区狮山润泉实业有限公司  20.0     11.0         0.0       3.0    17.705882   \n",
       "东莞市丰年塑胶制品有限公司     11.0     10.0        10.0       8.0    29.333333   \n",
       "佛山市顺元塑胶制品有限公司      3.0     11.0        10.0       1.0   148.000000   \n",
       "广州佳昊实业有限公司        22.0     11.0         1.0       6.0    17.000000   \n",
       "中山南荣塑胶机械工业有限公司    12.0      6.0         5.0       6.0    15.500000   \n",
       "阳江市顺和工业有限公司       24.0      9.0         9.0       9.0    13.555556   \n",
       "东莞市佳成塑胶科技有限公司     12.0      7.0         3.0       3.0    22.250000   \n",
       "太仓京润塑料制品有限公司      24.0     13.0         4.0       6.0    18.900000   \n",
       "\n",
       "                  订单时间间隔方差（天）     交易总量  交易量最大值  交易量最小值      交易量方差  \\\n",
       "无锡国友塑料制品有限公司         8.384510   170.00   32.00    5.00  13.174651   \n",
       "砀山县雁发塑胶制品有限公司       82.725617   326.14   35.00   30.25   1.722506   \n",
       "宜兴市海燕塑料制品有限公司       16.298683   687.90   47.90   10.00   8.535035   \n",
       "佛山市南海区狮山联生塑料五金厂     30.489511   603.75   50.00   20.00  10.088805   \n",
       "深圳市南璋颜料有限公司         21.683967   403.00   62.00   16.00  16.928772   \n",
       "佛山市南海辉煌塑料有限公司       12.924782   299.50   40.00   10.00   9.873464   \n",
       "中山市新展塑料制品有限公司       16.225793  1601.25  196.00   28.00  38.805935   \n",
       "四会市塑利莱科技有限公司        18.142056  1463.00  155.00    2.00  29.649245   \n",
       "中山市威塑建材有限公司          0.000000    20.00   10.00   10.00   0.000000   \n",
       "惠州俊儿塑料科技有限公司        16.886174   384.69   50.00   24.75  10.051343   \n",
       "珠海三樱日用品有限公司          8.290959   349.98   20.00    6.00   4.319261   \n",
       "东莞颜专塑料贸易有限公司        32.128907    34.00    6.00    4.00   0.626783   \n",
       "佛山市高筑瓦业有限公司         21.057431   883.00   62.00   26.50  10.077354   \n",
       "无锡贝特塑料电器有限公司         0.000000    25.00   15.00   10.00   3.535534   \n",
       "东莞市海德塑胶制品有限公司       12.015507   850.00   40.00   20.00   3.379977   \n",
       "中山市新隆电器有限公司         23.192432  1226.93  106.00   16.50  22.316324   \n",
       "深圳市利华亿塑胶有限公司        12.269785   568.75   53.00    0.25   9.955602   \n",
       "东莞市泉兴塑胶有限公司         69.302237   324.25   93.00   26.50  24.293384   \n",
       "广东祥利塑料有限公司           6.528832  4637.35  162.00    0.25  48.893865   \n",
       "常州艾普科汽车部件制造有限公司     11.387881    64.00    5.00    2.00   1.460994   \n",
       "佛山市顺德区瑞良塑料制品有限公司    15.526652   353.00   50.00    5.00  15.380259   \n",
       "东莞市粤塑包装材料有限公司       21.946051   592.25   40.00   10.00   7.389720   \n",
       "深圳市三丰电子有限公司          9.875207  2226.05  113.00    0.05  18.600823   \n",
       "深圳市鼎宇电业科技有限公司       29.620894   647.49   79.20    1.00  13.643539   \n",
       "开平市源成达塑胶制品有限公司      39.801539   900.25  254.25    1.00  67.227252   \n",
       "东莞市塑兴塑胶制品有限公司       20.458846  1471.05  150.00   26.40  28.389944   \n",
       "东莞市诚宝塑胶实业有限公司       39.070754   718.00  132.00   26.40  27.928143   \n",
       "佛山市南海区松岗明珠塑料有限公司    17.236153   584.75   54.00   20.00  10.354110   \n",
       "广州市锐博新材料有限公司        34.325646   109.00   28.00    1.50  11.366618   \n",
       "无锡达美新材料有限公司         16.143555   484.00   30.00    5.50   5.940128   \n",
       "...                       ...      ...     ...     ...        ...   \n",
       "深圳市盛创塑胶制品有限公司       16.530779   683.75   93.00    5.00  19.057565   \n",
       "广东深联实业有限公司          21.595051  3424.75  403.00    0.50  73.770793   \n",
       "东莞市骏瑞橡塑材料有限公司        0.000000    45.00   15.00    5.00   4.787136   \n",
       "东莞市鸿友包装材料有限公司       25.445171   606.38   30.00   16.00   2.393927   \n",
       "东莞市荣辉塑料粒有限公司         0.000000   118.00   62.00   56.00   4.242641   \n",
       "无锡市玉西薄膜有限公司         31.548497   214.38   30.00   10.00   6.114067   \n",
       "中山市竞发塑料有限公司         24.865794   838.00  168.00   26.50  38.848688   \n",
       "佛山市美叶塑胶制品有限公司       46.945810   416.00   60.00    3.00  15.156192   \n",
       "东莞市广和新材料有限公司        21.093706   294.00   56.00    8.00  11.602508   \n",
       "深圳市秋叶原实业有限公司        11.747340  2028.50  282.50    3.50  58.547500   \n",
       "广东四维塑业股份有限公司        19.182223  1158.00  149.50    0.25  25.114718   \n",
       "珠海江山塑料有限公司          10.973182   231.01   49.50    5.00  11.511403   \n",
       "广州市瑞琪牛津布有限公司        27.998168   708.00   84.00   26.00  19.318293   \n",
       "东莞市闽丰塑胶制品有限公司       16.878361  1006.90   79.20   26.40  17.167137   \n",
       "广州市奔月塑胶材料有限公司       19.695835  1050.10   56.00   20.00  12.372820   \n",
       "惠州市中泰新材料有限公司         8.510132   941.50   78.00   10.00  11.347370   \n",
       "惠州俊豪塑料发展有限公司        15.956380   335.50   30.00   18.00   3.438680   \n",
       "中山市爱马仕洁具有限公司        31.580430   658.00   52.00   10.00   9.767719   \n",
       "太仓市波兴塑料制品有限公司             NaN    15.00   15.00   15.00        NaN   \n",
       "东莞市长源塑胶制品有限公司      109.600791   476.80  264.00   26.40  97.793906   \n",
       "东莞市瑞利贝塑胶电子制品有限公司     9.946189   619.75   51.00    5.00   9.087660   \n",
       "东莞市环泰塑胶包装制品有限公司     10.686440   151.75   28.00   24.00   1.409048   \n",
       "佛山市南海区狮山润泉实业有限公司    15.450585   683.25   54.00   22.00  12.299517   \n",
       "东莞市丰年塑胶制品有限公司       16.703293   236.00   31.00   10.00   8.235425   \n",
       "佛山市顺元塑胶制品有限公司      111.722871    76.50   25.50   25.50   0.000000   \n",
       "广州佳昊实业有限公司           9.643651   494.25   34.00   17.00   5.199809   \n",
       "中山南荣塑胶机械工业有限公司      13.150834   440.25   56.00   26.00  13.968766   \n",
       "阳江市顺和工业有限公司          8.045622   498.00   30.00    5.00   9.417627   \n",
       "东莞市佳成塑胶科技有限公司       22.877000   336.00   60.00    5.00  13.524389   \n",
       "太仓京润塑料制品有限公司        18.637540   503.21   30.25   10.00   5.339558   \n",
       "\n",
       "                       ...                交易额方差          交易额均值  \\\n",
       "无锡国友塑料制品有限公司           ...        111300.534868  208424.285714   \n",
       "砀山县雁发塑胶制品有限公司          ...         17273.576581  326036.250000   \n",
       "宜兴市海燕塑料制品有限公司          ...         65433.125093  272468.316000   \n",
       "佛山市南海区狮山联生塑料五金厂        ...         90943.561081  279952.236842   \n",
       "深圳市南璋颜料有限公司            ...        100622.607986  205121.666667   \n",
       "佛山市南海辉煌塑料有限公司          ...         79583.805832  155594.117647   \n",
       "中山市新展塑料制品有限公司          ...        255532.598634  334245.477241   \n",
       "四会市塑利莱科技有限公司           ...        200338.746662  383056.600000   \n",
       "中山市威塑建材有限公司            ...          8273.149340   61650.000000   \n",
       "惠州俊儿塑料科技有限公司           ...        102676.400125  376344.680000   \n",
       "珠海三樱日用品有限公司            ...         44656.636883  137140.163462   \n",
       "东莞颜专塑料贸易有限公司           ...          7771.498599   61357.142857   \n",
       "佛山市高筑瓦业有限公司            ...         53598.187647  193305.426296   \n",
       "无锡贝特塑料电器有限公司           ...         30511.657608  113575.000000   \n",
       "东莞市海德塑胶制品有限公司          ...         48130.746351  261329.117647   \n",
       "中山市新隆电器有限公司            ...        158608.370479  261695.425000   \n",
       "深圳市利华亿塑胶有限公司           ...         77832.057215  153194.583333   \n",
       "东莞市泉兴塑胶有限公司            ...        165205.837799  222005.937500   \n",
       "广东祥利塑料有限公司             ...        305467.484178  538340.709091   \n",
       "常州艾普科汽车部件制造有限公司        ...         14492.215772   34115.263158   \n",
       "佛山市顺德区瑞良塑料制品有限公司       ...        159382.584264  235356.666667   \n",
       "东莞市粤塑包装材料有限公司          ...         60648.906455  237299.239130   \n",
       "深圳市三丰电子有限公司            ...        105094.461389  177439.945205   \n",
       "深圳市鼎宇电业科技有限公司          ...         89649.962312  177845.361739   \n",
       "开平市源成达塑胶制品有限公司         ...        401473.769316  312900.138889   \n",
       "东莞市塑兴塑胶制品有限公司          ...        161883.060533  253461.898889   \n",
       "东莞市诚宝塑胶实业有限公司          ...        153749.868981  256604.470588   \n",
       "佛山市南海区松岗明珠塑料有限公司       ...         76211.230135  188408.289474   \n",
       "广州市锐博新材料有限公司           ...         79264.503121  152171.000000   \n",
       "无锡达美新材料有限公司            ...         67969.641880  235898.690476   \n",
       "...                    ...                  ...            ...   \n",
       "深圳市盛创塑胶制品有限公司          ...        120744.935853  216436.052632   \n",
       "广东深联实业有限公司             ...        384597.899891  542288.581081   \n",
       "东莞市骏瑞橡塑材料有限公司          ...         66903.965690  159687.500000   \n",
       "东莞市鸿友包装材料有限公司          ...         32545.276051  246574.000000   \n",
       "东莞市荣辉塑料粒有限公司           ...         23136.533880  343720.000000   \n",
       "无锡市玉西薄膜有限公司            ...         66498.953268  148960.000000   \n",
       "中山市竞发塑料有限公司            ...        256006.678261  325343.823529   \n",
       "佛山市美叶塑胶制品有限公司          ...         77474.988506  179676.428571   \n",
       "东莞市广和新材料有限公司           ...        181448.710209  363201.818182   \n",
       "深圳市秋叶原实业有限公司           ...        313422.366199  409961.379310   \n",
       "广东四维塑业股份有限公司           ...        164788.186487  233101.693548   \n",
       "珠海江山塑料有限公司             ...        113902.638754  184873.020833   \n",
       "广州市瑞琪牛津布有限公司           ...        151477.753330  301759.464286   \n",
       "东莞市闽丰塑胶制品有限公司          ...        110481.761482  285336.818182   \n",
       "广州市奔月塑胶材料有限公司          ...         91612.006958  233486.344828   \n",
       "惠州市中泰新材料有限公司           ...         58623.224663  144898.684211   \n",
       "惠州俊豪塑料发展有限公司           ...         33375.279324  251371.826923   \n",
       "中山市爱马仕洁具有限公司           ...         68409.833086  241611.428571   \n",
       "太仓市波兴塑料制品有限公司          ...                  NaN  144750.000000   \n",
       "东莞市长源塑胶制品有限公司          ...        693244.591886  646227.200000   \n",
       "东莞市瑞利贝塑胶电子制品有限公司       ...         60641.296985  138021.892857   \n",
       "东莞市环泰塑胶包装制品有限公司        ...         22764.315208  260406.250000   \n",
       "佛山市南海区狮山润泉实业有限公司       ...        112607.537403  330002.000000   \n",
       "东莞市丰年塑胶制品有限公司          ...         53097.580234  140104.000000   \n",
       "佛山市顺元塑胶制品有限公司          ...          4597.077876  239700.000000   \n",
       "广州佳昊实业有限公司             ...         62469.820813  295244.736842   \n",
       "中山南荣塑胶机械工业有限公司         ...         79616.188156  253745.208333   \n",
       "阳江市顺和工业有限公司            ...         78212.645774  190310.434783   \n",
       "东莞市佳成塑胶科技有限公司          ...        116224.317463  271083.333333   \n",
       "太仓京润塑料制品有限公司           ...         55096.335119  233585.035714   \n",
       "\n",
       "                  交易稳定性（近三个月交易量变化均值）  供应商数量  采购产品种类数量    账期订单占比   账期订单交易量均值  \\\n",
       "无锡国友塑料制品有限公司                1.518750    3.0       2.0  0.714286   32.000000   \n",
       "砀山县雁发塑胶制品有限公司               0.002367    2.0       1.0  1.000000   32.614000   \n",
       "宜兴市海燕塑料制品有限公司               0.000000    7.0       1.0  0.869565   34.395000   \n",
       "佛山市南海区狮山联生塑料五金厂             0.039636    7.0       2.0  0.400000   28.187500   \n",
       "深圳市南璋颜料有限公司                -0.028302    5.0       1.0  0.466667   41.857143   \n",
       "佛山市南海辉煌塑料有限公司               0.313234    7.0       3.0  1.000000   17.617647   \n",
       "中山市新展塑料制品有限公司               0.155568    6.0       1.0  0.900000   55.148148   \n",
       "四会市塑利莱科技有限公司               13.714286    6.0       1.0  0.880000   57.954545   \n",
       "中山市威塑建材有限公司                      NaN    2.0       1.0  1.000000   10.000000   \n",
       "惠州俊儿塑料科技有限公司               -0.075595    8.0       2.0  0.769231   38.469000   \n",
       "珠海三樱日用品有限公司                 0.164952    3.0       3.0  0.702703   13.460769   \n",
       "东莞颜专塑料贸易有限公司                0.027778    3.0       2.0  0.714286    4.800000   \n",
       "佛山市高筑瓦业有限公司                -0.000956   10.0       1.0  1.000000   32.703704   \n",
       "无锡贝特塑料电器有限公司                     NaN    1.0       1.0       NaN         NaN   \n",
       "东莞市海德塑胶制品有限公司               0.044634    6.0       1.0  0.941176   25.015625   \n",
       "中山市新隆电器有限公司                 0.472729    6.0       1.0  0.935484   39.514828   \n",
       "深圳市利华亿塑胶有限公司                0.197962    7.0       1.0  0.560000   26.357143   \n",
       "东莞市泉兴塑胶有限公司                 0.500000    5.0       1.0  0.250000   77.500000   \n",
       "广东祥利塑料有限公司                  0.616605    9.0       1.0  0.915254   85.353704   \n",
       "常州艾普科汽车部件制造有限公司             0.038095    3.0       1.0  0.900000    3.444444   \n",
       "佛山市顺德区瑞良塑料制品有限公司            0.655983    5.0       2.0  0.736842   24.500000   \n",
       "东莞市粤塑包装材料有限公司               0.006960   16.0       4.0  0.695652   25.203125   \n",
       "深圳市三丰电子有限公司                 0.167857   13.0       1.0  0.608108   30.561111   \n",
       "深圳市鼎宇电业科技有限公司               0.131902    8.0       1.0  0.521739   29.415833   \n",
       "开平市源成达塑胶制品有限公司              0.036697    9.0       1.0  0.800000   40.312500   \n",
       "东莞市塑兴塑胶制品有限公司               0.000000    9.0       1.0  0.631579   34.337500   \n",
       "东莞市诚宝塑胶实业有限公司               0.000000    4.0       1.0  0.823529   38.085714   \n",
       "佛山市南海区松岗明珠塑料有限公司            0.018519    5.0       1.0  0.894737   30.455882   \n",
       "广州市锐博新材料有限公司               -0.471698    1.0       1.0  0.800000   20.625000   \n",
       "无锡达美新材料有限公司                 0.016484   10.0       4.0  0.714286   22.866667   \n",
       "...                              ...    ...       ...       ...         ...   \n",
       "深圳市盛创塑胶制品有限公司               1.062069    7.0       1.0  0.619048   39.288462   \n",
       "广东深联实业有限公司                 -0.379273    8.0       1.0  0.780488   92.242188   \n",
       "东莞市骏瑞橡塑材料有限公司               0.333333    1.0       1.0  1.000000   11.250000   \n",
       "东莞市鸿友包装材料有限公司              -0.035000    2.0       1.0  0.800000   24.806500   \n",
       "东莞市荣辉塑料粒有限公司                     NaN    1.0       1.0  1.000000   59.000000   \n",
       "无锡市玉西薄膜有限公司                 0.378298    9.0       2.0  0.312500   17.400000   \n",
       "中山市竞发塑料有限公司                 0.389630    4.0       1.0  0.789474   49.966667   \n",
       "佛山市美叶塑胶制品有限公司               1.016667    4.0       1.0  0.357143   24.250000   \n",
       "东莞市广和新材料有限公司               -0.283730    3.0       1.0  0.916667   26.727273   \n",
       "深圳市秋叶原实业有限公司                0.666667    5.0       1.0  0.631579   73.937500   \n",
       "广东四维塑业股份有限公司                0.378358   10.0       1.0  0.967742   37.366667   \n",
       "珠海江山塑料有限公司                  0.668172    5.0       2.0  1.000000   19.250833   \n",
       "广州市瑞琪牛津布有限公司                0.066667    4.0       1.0  0.785714   51.045455   \n",
       "东莞市闽丰塑胶制品有限公司              -0.057143    6.0       1.0  0.909091   44.705000   \n",
       "广州市奔月塑胶材料有限公司               0.000000    5.0       1.0  0.741935   38.482609   \n",
       "惠州市中泰新材料有限公司                0.463492    8.0       1.0  0.477273   22.380952   \n",
       "惠州俊豪塑料发展有限公司               -0.015152    8.0       3.0  0.928571   25.807692   \n",
       "中山市爱马仕洁具有限公司                0.000000    8.0       1.0  0.809524   30.823529   \n",
       "太仓市波兴塑料制品有限公司               0.000000    1.0       1.0       NaN         NaN   \n",
       "东莞市长源塑胶制品有限公司              -0.350000    2.0       1.0  0.600000  140.800000   \n",
       "东莞市瑞利贝塑胶电子制品有限公司            0.910000   15.0       1.0  0.631579   23.447917   \n",
       "东莞市环泰塑胶包装制品有限公司            -0.016261    2.0       1.0  1.000000   25.291667   \n",
       "佛山市南海区狮山润泉实业有限公司            0.296288    7.0       1.0  0.700000   36.053571   \n",
       "东莞市丰年塑胶制品有限公司               0.255645    7.0       1.0  0.727273   25.750000   \n",
       "佛山市顺元塑胶制品有限公司                    NaN    1.0       1.0  0.666667   25.500000   \n",
       "广州佳昊实业有限公司                  0.101942    8.0       1.0  0.818182   26.347222   \n",
       "中山南荣塑胶机械工业有限公司              0.172840    2.0       1.0  0.916667   37.568182   \n",
       "阳江市顺和工业有限公司                 0.433766    2.0       2.0  0.875000   21.571429   \n",
       "东莞市佳成塑胶科技有限公司               0.064815    5.0       3.0  0.583333   30.142857   \n",
       "太仓京润塑料制品有限公司                0.082906    6.0       2.0  0.833333   23.923000   \n",
       "\n",
       "                      账期订单交易额均值  账期合作时间（月）  最近一笔账期订单（X月之前）  \n",
       "无锡国友塑料制品有限公司      273504.000000        4.0             1.0  \n",
       "砀山县雁发塑胶制品有限公司     326036.250000       16.0             2.0  \n",
       "宜兴市海燕塑料制品有限公司     272468.316000       14.0             3.0  \n",
       "佛山市南海区狮山联生塑料五金厂   245304.375000        3.0             0.0  \n",
       "深圳市南璋颜料有限公司       261311.428571       11.0             8.0  \n",
       "佛山市南海辉煌塑料有限公司     155594.117647        9.0             4.0  \n",
       "中山市新展塑料制品有限公司     337569.771852       16.0             1.0  \n",
       "四会市塑利莱科技有限公司      375151.590909       12.0             7.0  \n",
       "中山市威塑建材有限公司        61650.000000       12.0            16.0  \n",
       "惠州俊儿塑料科技有限公司      376344.680000       10.0             3.0  \n",
       "珠海三樱日用品有限公司       137140.163462       10.0             0.0  \n",
       "东莞颜专塑料贸易有限公司       64480.000000        4.0             6.0  \n",
       "佛山市高筑瓦业有限公司       193305.426296       16.0             1.0  \n",
       "无锡贝特塑料电器有限公司                NaN        NaN             NaN  \n",
       "东莞市海德塑胶制品有限公司     262765.781250       17.0             0.0  \n",
       "中山市新隆电器有限公司       247955.612069       17.0             0.0  \n",
       "深圳市利华亿塑胶有限公司      186265.714286        9.0             7.0  \n",
       "东莞市泉兴塑胶有限公司       469030.000000        3.0            12.0  \n",
       "广东祥利塑料有限公司        545082.157407       13.0             0.0  \n",
       "常州艾普科汽车部件制造有限公司    34927.222222       11.0             1.0  \n",
       "佛山市顺德区瑞良塑料制品有限公司  245310.714286        8.0             0.0  \n",
       "东莞市粤塑包装材料有限公司     234166.406250       10.0             0.0  \n",
       "深圳市三丰电子有限公司       188392.388889       14.0             3.0  \n",
       "深圳市鼎宇电业科技有限公司     209454.110000       13.0             5.0  \n",
       "开平市源成达塑胶制品有限公司    260175.937500       14.0             1.0  \n",
       "东莞市塑兴塑胶制品有限公司     211894.729167       16.0             1.0  \n",
       "东莞市诚宝塑胶实业有限公司     239481.428571       17.0             1.0  \n",
       "佛山市南海区松岗明珠塑料有限公司  188171.029412       12.0             7.0  \n",
       "广州市锐博新材料有限公司      144103.750000        8.0             5.0  \n",
       "无锡达美新材料有限公司       232940.166667       12.0             0.0  \n",
       "...                         ...        ...             ...  \n",
       "深圳市盛创塑胶制品有限公司     250301.538462       11.0             6.0  \n",
       "广东深联实业有限公司        553147.421875       16.0             1.0  \n",
       "东莞市骏瑞橡塑材料有限公司     159687.500000        1.0             4.0  \n",
       "东莞市鸿友包装材料有限公司     255651.750000       16.0             1.0  \n",
       "东莞市荣辉塑料粒有限公司      343720.000000        9.0            13.0  \n",
       "无锡市玉西薄膜有限公司       198200.000000        4.0             8.0  \n",
       "中山市竞发塑料有限公司       329686.666667       10.0             0.0  \n",
       "佛山市美叶塑胶制品有限公司     158433.000000        5.0             6.0  \n",
       "东莞市广和新材料有限公司      363201.818182       12.0             1.0  \n",
       "深圳市秋叶原实业有限公司      432068.750000        8.0             9.0  \n",
       "广东四维塑业股份有限公司      234150.083333       16.0             1.0  \n",
       "珠海江山塑料有限公司        184873.020833        5.0            12.0  \n",
       "广州市瑞琪牛津布有限公司      316316.590909       12.0             8.0  \n",
       "东莞市闽丰塑胶制品有限公司     276708.900000       12.0             9.0  \n",
       "广州市奔月塑胶材料有限公司     251012.782609       12.0             8.0  \n",
       "惠州市中泰新材料有限公司      142370.952381       10.0             7.0  \n",
       "惠州俊豪塑料发展有限公司      251371.826923       11.0             4.0  \n",
       "中山市爱马仕洁具有限公司      244408.235294       15.0             2.0  \n",
       "太仓市波兴塑料制品有限公司               NaN        NaN             NaN  \n",
       "东莞市长源塑胶制品有限公司     975920.000000        3.0             4.0  \n",
       "东莞市瑞利贝塑胶电子制品有限公司  147332.208333       13.0             4.0  \n",
       "东莞市环泰塑胶包装制品有限公司   260406.250000        4.0             0.0  \n",
       "佛山市南海区狮山润泉实业有限公司  345458.214286        9.0             0.0  \n",
       "东莞市丰年塑胶制品有限公司     155172.500000        8.0            10.0  \n",
       "佛山市顺元塑胶制品有限公司     242250.000000        3.0            12.0  \n",
       "广州佳昊实业有限公司        300091.666667       10.0             1.0  \n",
       "中山南荣塑胶机械工业有限公司    255998.409091        6.0             5.0  \n",
       "阳江市顺和工业有限公司       189613.809524        8.0             9.0  \n",
       "东莞市佳成塑胶科技有限公司     286857.142857        6.0             3.0  \n",
       "太仓京润塑料制品有限公司      232975.912500       13.0             4.0  \n",
       "\n",
       "[70 rows x 24 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#合并所有公司新增特征\n",
    "t_now =datetime.datetime(2017,7,28)\n",
    "#读取数据文件夹下所有文件名\n",
    "files = VisitDir('./data/client_data/')\n",
    "files =[f for f in files if '交易记录' in f]\n",
    "for f in files:\n",
    "    col = f.split('/')[-2]\n",
    "    feature = []\n",
    "    trade = pd.read_excel(f)\n",
    "    trade =trade.dropna(thresh=5)\n",
    "    num = trade[u'创建时间'].shape[0]\n",
    "    feature.append(num)\n",
    "    feature.append(coo_months(trade[u'创建时间']))\n",
    "    feature.append(recent_month(trade[u'创建时间'],t_now))\n",
    "    feature.append(recent_last_month(trade[u'创建时间']))\n",
    "    \n",
    "    tim_st = time_gap(trade[u'创建时间'])\n",
    "    feature.append(tim_st[0]) #均值\n",
    "    feature.append(tim_st[1]) #方差\n",
    "    \n",
    "    t_num = trade[u'销售数量（吨）'].agg(['sum','max','min','std','mean'])\n",
    "    t_money = trade[u'销售金额（元）'].agg(['sum','max','min','std','mean'])\n",
    "    feature.extend(t_num)\n",
    "    feature.extend(t_money)\n",
    "    feature.append(trade_stab(trade))\n",
    "    feature.append(trade[u'货物'].apply(lambda x:x.split(' ')[1]).value_counts().shape[0])\n",
    "    feature.append(trade[u'货物'].apply(lambda x:x.split(' ')[0]).value_counts().shape[0])\n",
    "    \n",
    "    zhangqi = trade[trade[u'是否账期']==u'是']\n",
    "    if zhangqi.shape[0]>0:\n",
    "        feature.append(zhangqi.shape[0]*1.0/num)\n",
    "        feature.append(zhangqi[u'销售数量（吨）'].mean())\n",
    "        feature.append(zhangqi[u'销售金额（元）'].mean())\n",
    "        feature.append(coo_months(zhangqi[u'创建时间']))\n",
    "        feature.append(recent_month(zhangqi[u'创建时间'],t_now))\n",
    "    else:\n",
    "        feature.append(np.nan)\n",
    "        feature.append(np.nan)\n",
    "        feature.append(np.nan)\n",
    "        feature.append(np.nan)\n",
    "        feature.append(np.nan)\n",
    "    data_add[col] = feature\n",
    "data_add = data_add.T\n",
    "data_add"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'订单总数', u'合作时间（月）', u'最近交易（X月之前）', u'最近连续交易月数', u'订单时间间隔均值（天）',\n",
       "       u'订单时间间隔方差（天）', u'交易总量', u'交易量最大值', u'交易量最小值', u'交易量方差', u'交易量均值',\n",
       "       u'交易额总量', u'交易额最大值', u'交易额最小值', u'交易额方差', u'交易额均值',\n",
       "       u'交易稳定性（近三个月交易量变化均值）', u'供应商数量', u'采购产品种类数量', u'账期订单占比', u'账期订单交易量均值',\n",
       "       u'账期订单交易额均值', u'账期合作时间（月）', u'最近一笔账期订单（X月之前）', u'采购频率（订单总数/合作月数）',\n",
       "       u'采购聚集程度（订单总数/供应商数）'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_add['采购频率（订单总数/合作月数）'] =data_add['订单总数']*1.0/data_add['合作时间（月）']\n",
    "data_add['采购聚集程度（订单总数/供应商数）'] =data_add['订单总数']*1.0/data_add['供应商数量']\n",
    "data_add.to_csv('./data/feature_add.csv')\n",
    "data_add.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 客户逾期记录统计\n",
    "- 逾期统计，占比\n",
    "- 提取还款数量，占比\n",
    "- 打标签，以逾期大于16天为界"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1391, 15),\n",
       "    业务类型                客户      已收金额   应收  应收余额              应收单号      应收总额  \\\n",
       " 1  账期业务  佛山市南海区松岗明珠塑料有限公司  184520.0  NaN   0.0  YS20170228152309  184520.0   \n",
       " 2  账期业务  佛山市南海区松岗明珠塑料有限公司  171990.0  NaN   0.0  YS20170103150373  171990.0   \n",
       " 3  账期业务  佛山市南海区松岗明珠塑料有限公司  198450.0  NaN   0.0  YS20161117147341  198450.0   \n",
       " 4  账期业务  佛山市南海区松岗明珠塑料有限公司  198450.0  NaN   0.0  YS20161115147142  198450.0   \n",
       " 5  账期业务  佛山市南海区松岗明珠塑料有限公司  186940.0  NaN   0.0  YS20161025145675  186940.0   \n",
       " \n",
       "         应收日期 收款状态   账期       起算日期   逾期                 销售合同号  zq_day  yq_day  \n",
       " 1 2017-03-30  已收款  30天 2017-02-28  11天  ZSL20170227LL-C003WJ      30      11  \n",
       " 2 2017-01-13  已收款  10天 2017-01-03   0天  ZSL20161228LL-C041WJ      10       0  \n",
       " 3 2016-12-02  已收款  15天 2016-11-17  -2天  ZSL20161025LL-C009WJ      15      -2  \n",
       " 4 2016-11-29  已收款  15天 2016-11-14   0天  ZSL20161025LL-C009WJ      15       0  \n",
       " 5 2016-11-09  已收款  15天 2016-10-25   0天  ZSL20161011LL-C038WJ      15       0  )"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#所有逾期记录\n",
    "files = os.listdir('./data/loan_list/')\n",
    "loan_all = pd.DataFrame()\n",
    "for f in files:\n",
    "    record = pd.read_excel(os.path.join('./data/loan_list/',f))\n",
    "    loan_all = loan_all.append(record.iloc[1:,:])\n",
    "loan_all.shape    \n",
    "loan_all['zq_day'] = loan_all[u'账期'].apply(lambda x:re.findall('\\d+',x)[0])\n",
    "loan_all['yq_day'] = loan_all[u'逾期'].apply(lambda x:re.findall('^(-\\d+|\\d+)',x)[0])\n",
    "loan_all['zq_day'] = loan_all['zq_day'].astype(int)\n",
    "loan_all['yq_day'] = loan_all['yq_day'].apply(lambda x:int(x))\n",
    "loan_all.to_csv('./data/tmp_loan_all.csv',index=None)\n",
    "loan_all=loan_all[loan_all[u'收款状态']==u'已收款']\n",
    "loan_all.shape,loan_all.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>4天以内</th>\n",
       "      <th>5-10天</th>\n",
       "      <th>11-15天</th>\n",
       "      <th>16-30天</th>\n",
       "      <th>30天以上</th>\n",
       "      <th>逾期合计</th>\n",
       "      <th>提前还款</th>\n",
       "      <th>实际应收笔数</th>\n",
       "      <th>逾期占比</th>\n",
       "      <th>提前还款占比</th>\n",
       "      <th>平均账期天数</th>\n",
       "      <th>平均逾期天数</th>\n",
       "      <th>label_day</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>客户</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>东莞市丰年塑胶制品有限公司</th>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市佳成塑胶科技有限公司</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>6.857143</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市喜星塑胶泡棉制品有限公司</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市塑兴塑胶制品有限公司</th>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>0.433333</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>9.966667</td>\n",
       "      <td>3.384615</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>东莞市广和新材料有限公司</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.750000</td>\n",
       "      <td>9.250000</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 4天以内  5-10天  11-15天  16-30天  30天以上  逾期合计  提前还款  实际应收笔数  \\\n",
       "客户                                                                        \n",
       "东莞市丰年塑胶制品有限公司       2      0       0       0      0     2     2       8   \n",
       "东莞市佳成塑胶科技有限公司       0      0       0       0      0     0     6       7   \n",
       "东莞市喜星塑胶泡棉制品有限公司     1      0       0       0      0     1     3       6   \n",
       "东莞市塑兴塑胶制品有限公司      10      3       0       0      0    13     4      30   \n",
       "东莞市广和新材料有限公司        3      1       3       1      0     8     0      12   \n",
       "\n",
       "                     逾期占比    提前还款占比     平均账期天数    平均逾期天数  label_day  label  \n",
       "客户                                                                          \n",
       "东莞市丰年塑胶制品有限公司    0.250000  0.250000   7.000000  1.500000          0      0  \n",
       "东莞市佳成塑胶科技有限公司    0.000000  0.857143   6.857143       NaN          0      0  \n",
       "东莞市喜星塑胶泡棉制品有限公司  0.166667  0.500000  30.000000  1.000000          0      0  \n",
       "东莞市塑兴塑胶制品有限公司    0.433333  0.133333   9.966667  3.384615          0      0  \n",
       "东莞市广和新材料有限公司     0.666667  0.000000  27.750000  9.250000          1      1  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def yq_sts(list):\n",
    "    yq_4=0\n",
    "    yq_10=0\n",
    "    yq_15=0\n",
    "    yq_30=0\n",
    "    yq_b =0\n",
    "    zq_num = len(list)\n",
    "    ad_d=0\n",
    "    for i in list:\n",
    "        if i <0:\n",
    "            ad_d+=1\n",
    "        elif i>0 and i<=4:\n",
    "            yq_4+=1\n",
    "        elif i>4 and i<=10:\n",
    "            yq_10+=1\n",
    "        elif i>10 and i<=15:\n",
    "            yq_15+=1\n",
    "        elif i>15 and i<=30:\n",
    "            yq_30+=1\n",
    "        elif i>30:\n",
    "            yq_b+=1\n",
    "            \n",
    "    return yq_4,yq_10,yq_15,yq_30,yq_b,ad_d,zq_num        \n",
    "\n",
    "stats = pd.DataFrame()\n",
    "tmps = loan_all.groupby(by=u'客户')['yq_day'].apply(yq_sts)\n",
    "stats['4天以内']=tmps.apply(lambda x:x[0])\n",
    "stats['5-10天']=tmps.apply(lambda x:x[1])\n",
    "stats['11-15天']=tmps.apply(lambda x:x[2])\n",
    "stats['16-30天']=tmps.apply(lambda x:x[3])\n",
    "stats['30天以上']=tmps.apply(lambda x:x[4])\n",
    "stats['逾期合计'] = stats['4天以内']+stats['5-10天']+stats['11-15天']+stats['16-30天']+stats['30天以上']\n",
    "stats['提前还款']=tmps.apply(lambda x:x[5])\n",
    "stats['实际应收笔数']=tmps.apply(lambda x:x[6])\n",
    "stats['逾期占比']=1.0*stats['逾期合计']/stats['实际应收笔数']\n",
    "stats['提前还款占比']=1.0*stats['提前还款']/stats['实际应收笔数']\n",
    "stats['平均账期天数']=loan_all.groupby(by=u'客户')['zq_day'].mean()\n",
    "stats['平均逾期天数']=loan_all[loan_all['yq_day']>0].groupby(by=u'客户')['yq_day'].mean()\n",
    "#标签\n",
    "stats['label_day']=stats['16-30天']+stats['30天以上']\n",
    "stats['label'] = stats['label_day'].apply(lambda x:1 if x>0 else 0)\n",
    "stats.to_csv('./data/loan_statistic.csv')\n",
    "stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((66, 55),\n",
       "                  注册地址  注册资本变更  法人变更  分支机构  商标专利  场地归属  有无贷款  企业征信  涉诉信息  \\\n",
       " 无锡国友塑料制品有限公司        1       1     0     0   0.0     0   0.0   NaN     0   \n",
       " 砀山县雁发塑胶制品有限公司       1       1     0     0   1.0     1   1.0   1.0     0   \n",
       " 宜兴市海燕塑料制品有限公司       1       0     0     0   1.0     0   1.0   1.0     0   \n",
       " 佛山市南海区狮山联生塑料五金厂     0       1     0     0   1.0     0   1.0   1.0     0   \n",
       " 深圳市南璋颜料有限公司         1       0     0     0   0.0     0   1.0   1.0     0   \n",
       " \n",
       "                  下游客户情况    ...     账期订单交易量均值      账期订单交易额均值  账期合作时间（月）  \\\n",
       " 无锡国友塑料制品有限公司        2.0    ...     32.000000  273504.000000        4.0   \n",
       " 砀山县雁发塑胶制品有限公司       2.0    ...     32.614000  326036.250000       16.0   \n",
       " 宜兴市海燕塑料制品有限公司       4.0    ...     34.395000  272468.316000       14.0   \n",
       " 佛山市南海区狮山联生塑料五金厂     2.0    ...     28.187500  245304.375000        3.0   \n",
       " 深圳市南璋颜料有限公司         2.0    ...     41.857143  261311.428571       11.0   \n",
       " \n",
       "                  最近一笔账期订单（X月之前）  采购频率（订单总数/合作月数）  采购聚集程度（订单总数/供应商数）    平均逾期天数  \\\n",
       " 无锡国友塑料制品有限公司                1.0         1.750000           2.333333  3.500000   \n",
       " 砀山县雁发塑胶制品有限公司               2.0         0.625000           5.000000  1.000000   \n",
       " 宜兴市海燕塑料制品有限公司               3.0         1.642857           3.285714  1.571429   \n",
       " 佛山市南海区狮山联生塑料五金厂             0.0         2.000000           2.857143  4.400000   \n",
       " 深圳市南璋颜料有限公司                 8.0         1.071429           3.000000  3.666667   \n",
       " \n",
       "                     平均账期天数      逾期占比    提前还款占比  \n",
       " 无锡国友塑料制品有限公司     15.000000  0.400000  0.200000  \n",
       " 砀山县雁发塑胶制品有限公司    17.727273  0.272727  0.545455  \n",
       " 宜兴市海燕塑料制品有限公司    15.000000  0.259259  0.296296  \n",
       " 佛山市南海区狮山联生塑料五金厂   9.666667  0.833333  0.166667  \n",
       " 深圳市南璋颜料有限公司       6.000000  0.600000  0.100000  \n",
       " \n",
       " [5 rows x 55 columns])"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#合并所有特征\n",
    "tmp1 = pd.read_csv('./data/features_card.csv',index_col=0)\n",
    "tmp2 = pd.read_csv('./data/feature_add.csv',index_col=0)\n",
    "data_all = tmp1.merge(tmp2,left_index=True,right_index=True,how='left')\n",
    "stats.index =[x.encode('utf-8') for x in stats.index]\n",
    "data_all =data_all.merge(stats[['平均逾期天数','平均账期天数','逾期占比','提前还款占比']],left_index=True,right_index=True,how='left')\n",
    "data_all.to_csv('./data/feature_all.csv')\n",
    "data_all.shape,data_all.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 所有订单数据统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1301, 8),\n",
       "                       合同编号           客户名称 是否账期 期货/现货  \\\n",
       " 0    ZSL20170703ZWB-E075WJ   无锡国友塑料制品有限公司    是    现货   \n",
       " 1     ZSL20170612ZWB-E035J   无锡国友塑料制品有限公司    是    现货   \n",
       " 2     ZSL20170515ZWB-E012W   无锡国友塑料制品有限公司    否    现货   \n",
       " 3    ZSLB20170515ZWB-E011J   无锡国友塑料制品有限公司    是    现货   \n",
       " 4    ZSLB20170424ZWB-E009J   无锡国友塑料制品有限公司    是    现货   \n",
       " 5    ZSLB20170414ZWB-E026W   无锡国友塑料制品有限公司    否    现货   \n",
       " 6    ZSLB20170406ZWB-E024J   无锡国友塑料制品有限公司    是    现货   \n",
       " 0    ZSL20170605YLP-E029WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 1   ZSLB20170512YLP-E036WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 2   ZSLB20170424YLP-E019WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 3   ZSLB20170407YLP-E053WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 4   ZSLB20170324YLP-E002WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 5   ZSLB20170308YLP-E025WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 6   ZSLB20170222YLP-E006WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 7   ZSLB20160530WXL-E075WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 8   ZSLB20160505WXL-E176WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 9   ZSLB20160325WXL-E109WJ  砀山县雁发塑胶制品有限公司    是    现货   \n",
       " 0   ZSLB20170427ZWB-E030WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 1   ZSLB20170419ZWB-E029WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 3    ZSLB20170221ZWB-E011J  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 4   ZSLB20161226ZWB-E078WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 5    ZSL20161221ZWB-E013WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 6   ZSLB20161128ZWB-E056WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 7   ZSLB20161128ZWB-E049WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 8    ZSL20161101ZWB-E059WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 9    ZSL20161021ZWB-E092WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 10   ZSL20161013ZWB-E007WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 11   ZSL20160927ZWB-E066WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 12  ZSLB20160901ZWB-E045WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " 13  ZSLB20160822ZWB-E078WJ  宜兴市海燕塑料制品有限公司    是    现货   \n",
       " ..                     ...            ...  ...   ...   \n",
       " 3    ZSLB20170313ZDX-E040J  东莞市佳成塑胶科技有限公司    是    现货   \n",
       " 4   ZSLB20161227ZDX-E053WJ  东莞市佳成塑胶科技有限公司    是    现货   \n",
       " 5   ZSLB20161227ZDX-E051WJ  东莞市佳成塑胶科技有限公司    是    现货   \n",
       " 6    ZSLB20161208ZDX-E029W  东莞市佳成塑胶科技有限公司    否    现货   \n",
       " 7   ZSLB20161208ZDX-E023WJ  东莞市佳成塑胶科技有限公司    是    现货   \n",
       " 8     ZSL20161122ZDX-E080W  东莞市佳成塑胶科技有限公司    否    现货   \n",
       " 9     ZSL20161114ZDX-E083W  东莞市佳成塑胶科技有限公司    否    现货   \n",
       " 10    ZSL20161111ZDX-E035W  东莞市佳成塑胶科技有限公司    否    现货   \n",
       " 11    ZSL20161111ZDX-E033W  东莞市佳成塑胶科技有限公司    否    现货   \n",
       " 0    ZSLB20170419DS-E012WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 1    ZSLB20170313DS-E009WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 2     ZSLB20170310DS-E024J   太仓京润塑料制品有限公司    是    现货   \n",
       " 3    ZSLB20170222DS-E008WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 5    ZSLB20170216DS-E022WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 6    ZSLB20170213DS-E001WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 7    ZSLB20170207DS-E016WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 9     ZSL20170103DS-E012WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 10   ZSLB20161212DS-E079WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 11   ZSLB20161207DS-E028WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 12   ZSLB20161129DS-E006WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 13     ZSLB20161111DS-E040   太仓京润塑料制品有限公司    否    现货   \n",
       " 14   ZSLB20161108DS-E003WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 15    ZSLB20160907DS-E051J   太仓京润塑料制品有限公司    是    现货   \n",
       " 16   ZSLB20160823DS-E025WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 17   ZSLB20160621DS-E137WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 18     ZSL20160517DS-E239J   太仓京润塑料制品有限公司    是    期货   \n",
       " 19   ZSLB20160505DS-E083WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 20   ZSLB20160504DS-E012WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 21   ZSLB20160413DS-E069WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " 22   ZSLB20160406DS-E091WJ   太仓京润塑料制品有限公司    是    现货   \n",
       " \n",
       "                                  货物  销售数量（吨）    销售金额（元）       创建时间  \n",
       " 0         PP 中石油独山子 EPS30R 8515元/吨     32.00  272480.00 2017-07-03  \n",
       " 1           PP 延长榆能化 K8003 8550元/吨     32.00  273600.00 2017-06-12  \n",
       " 2    LLDPE 延长榆能化 DFDA-7042 9050元/吨      5.00   45250.00 2017-05-15  \n",
       " 3           PP 延长榆能化 K8003 8220元/吨     32.00  263040.00 2017-05-15  \n",
       " 4           PP 延长榆能化 K8003 8600元/吨     32.00  275200.00 2017-04-24  \n",
       " 5     LLDPE 中煤榆林 DFDA-7042 9240元/吨      5.00   46200.00 2017-04-14  \n",
       " 6           PP 延长榆能化 K8003 8850元/吨     32.00  283200.00 2017-04-06  \n",
       " 0    HDPE 沙特SABIC HHM5502BN 9650元/吨    32.00  308800.00 2017-06-05  \n",
       " 1    HDPE 沙特SABIC HHM5502BN 9650元/吨    32.00  308800.00 2017-05-12  \n",
       " 2    HDPE 沙特SABIC HHM5502BN 9950元/吨    31.63  314668.75 2017-04-24  \n",
       " 3   HDPE 沙特SABIC HHM5502BN 10200元/吨    31.63  322575.00 2017-04-07  \n",
       " 4   HDPE 沙特SABIC HHM5502BN 10150元/吨    32.00  324800.00 2017-03-24  \n",
       " 5   HDPE 沙特SABIC HHM5502BN 10250元/吨    31.63  324156.25 2017-03-08  \n",
       " 6   HDPE 沙特SABIC HHM5502BN 10250元/吨    30.25  310062.50 2017-02-22  \n",
       " 7        HDPE 中石油独山子 HD5502 9700元/吨    35.00  339500.00 2016-05-30  \n",
       " 8       HDPE 中石油独山子 HD5502 10100元/吨    35.00  353500.00 2016-05-05  \n",
       " 9      HDPE 沙特SABIC 5502BN 10100元/吨    35.00  353500.00 2016-03-25  \n",
       " 0         PP 蒲城清洁能源 HP-550J 7850元/吨    30.00  235500.00 2017-04-27  \n",
       " 1             PP 常州富德 S1003 7850元/吨    30.00  235500.00 2017-04-19  \n",
       " 3              PP 东华能源 T30H 8830元/吨    30.00  264900.00 2017-02-21  \n",
       " 4            PP 延长榆能化 S1003 8980元/吨    30.00  269400.00 2016-12-26  \n",
       " 5             PP 神华榆林 S1003 9280元/吨    20.00  185600.00 2016-12-21  \n",
       " 6             PP 神华榆林 S1003 8580元/吨    10.00   85800.00 2016-11-28  \n",
       " 7              PP 东华能源 T30H 8580元/吨    47.90  411016.32 2016-11-28  \n",
       " 8             PP 神华榆林 S1003 8670元/吨    40.00  346800.00 2016-11-01  \n",
       " 9         PP 蒲城清洁能源 HP-550J 8170元/吨    30.00  245100.00 2016-10-21  \n",
       " 10        PP 蒲城清洁能源 HP-550J 8100元/吨    30.00  243000.00 2016-10-13  \n",
       " 11            PP 神华榆林 S1003 7830元/吨    40.00  313200.00 2016-09-27  \n",
       " 12            PP 神华榆林 S1003 8140元/吨    40.00  325600.00 2016-09-01  \n",
       " 13            PP 中煤蒙大 L5E89 8300元/吨    40.00  332000.00 2016-08-22  \n",
       " ..                              ...      ...        ...        ...  \n",
       " 3        HDPE 惠州中海壳牌 5121B 9950元/吨     27.00  268650.00 2017-03-13  \n",
       " 4          PP 中石油抚顺 C709M 10250元/吨     29.00  297250.00 2016-12-27  \n",
       " 5          PP 中石油抚顺 C709M 10250元/吨     30.00  307500.00 2016-12-27  \n",
       " 6          PP 延长榆能化 EPS30R 9900元/吨     20.00  198000.00 2016-12-08  \n",
       " 7          PP 延长榆能化 EPS30R 9850元/吨     30.00  295500.00 2016-12-08  \n",
       " 8   LLDPE 延长榆能化 DFDA-7042 10300元/吨     30.00  309000.00 2016-11-22  \n",
       " 9        PP 中石化茂名 PPB-M09 10000元/吨     35.00  350000.00 2016-11-14  \n",
       " 10        PP 中石化茂名 PPB-M09 9700元/吨     10.00   97000.00 2016-11-11  \n",
       " 11        PP 中石化茂名 PPB-M09 9700元/吨     30.00  291000.00 2016-11-11  \n",
       " 0     HDPE 巴西Braskem HS5403 9560元/吨    24.75  236610.00 2017-04-19  \n",
       " 1     HDPE 巴西Braskem HS5403 9550元/吨    30.25  288887.50 2017-03-13  \n",
       " 2         HDPE 澳大利亚Qenos 副牌 9000元/吨    14.00  126000.00 2017-03-10  \n",
       " 3    HDPE 澳大利亚Qenos GF7660 10030元/吨    30.10  301078.00 2017-02-22  \n",
       " 5    HDPE 澳大利亚Qenos GF7660 10060元/吨    30.00  301800.00 2017-02-16  \n",
       " 6    HDPE 澳大利亚Qenos GF7660 10100元/吨    20.00  202000.00 2017-02-13  \n",
       " 7    HDPE 澳大利亚Qenos GF7660 10050元/吨    24.53  244976.25 2017-02-07  \n",
       " 9     HDPE 澳大利亚Qenos GF7660 9850元/吨    30.00  295500.00 2017-01-03  \n",
       " 10   HDPE 澳大利亚Qenos GF7660 10050元/吨    25.00  251250.00 2016-12-12  \n",
       " 11    HDPE 澳大利亚Qenos GF7660 9790元/吨    25.00  244750.00 2016-12-07  \n",
       " 12           HDPE 美国陶氏 6200 9780元/吨    25.00  244500.00 2016-11-29  \n",
       " 13           HDPE 美国陶氏 6200 9930元/吨    24.75  245767.50 2016-11-11  \n",
       " 14       HDPE 惠州中海壳牌 5021D 10050元/吨    25.50  256275.00 2016-11-08  \n",
       " 15     LLDPE 中石化镇海 7042-FPX 9080元/吨    10.00   90800.00 2016-09-07  \n",
       " 16   HDPE 澳大利亚Qenos 7660 OG 8870元/吨    25.00  221750.00 2016-08-23  \n",
       " 17  HDPE 澳大利亚Qenos GF7660 9484.2元/吨    20.00  189684.00 2016-06-21  \n",
       " 18        HDPE 惠州中海壳牌 5021D 9750元/吨    25.50  248625.00 2016-05-17  \n",
       " 19    HDPE 澳大利亚Qenos GF7660 9650元/吨    25.00  241250.00 2016-05-05  \n",
       " 20        HDPE 惠州中海壳牌 5021D 9880元/吨    21.00  207480.00 2016-05-04  \n",
       " 21    HDPE 澳大利亚Qenos GF7660 9780元/吨    30.00  293400.00 2016-04-13  \n",
       " 22        HDPE 美国米尔斯泰因 6200 9700元/吨    17.83  172902.50 2016-04-06  \n",
       " \n",
       " [1301 rows x 8 columns])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#所有交易记录\n",
    "files = VisitDir('./data/client_data/')\n",
    "files =[f for f in files if '交易记录' in f]\n",
    "trade = pd.DataFrame()\n",
    "for f in files:\n",
    "    t = pd.read_excel(f)\n",
    "    t =t.dropna(thresh=5)\n",
    "    trade = trade.append(t)\n",
    "trade.shape,trade    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((1430, 13),\n",
       "     业务类型                客户       已收金额   应收  应收余额              应收单号       应收总额  \\\n",
       " 1   账期业务  佛山市南海区松岗明珠塑料有限公司  184520.00  NaN   0.0  YS20170228152309  184520.00   \n",
       " 2   账期业务  佛山市南海区松岗明珠塑料有限公司  171990.00  NaN   0.0  YS20170103150373  171990.00   \n",
       " 3   账期业务  佛山市南海区松岗明珠塑料有限公司  198450.00  NaN   0.0  YS20161117147341  198450.00   \n",
       " 4   账期业务  佛山市南海区松岗明珠塑料有限公司  198450.00  NaN   0.0  YS20161115147142  198450.00   \n",
       " 5   账期业务  佛山市南海区松岗明珠塑料有限公司  186940.00  NaN   0.0  YS20161025145675  186940.00   \n",
       " 6   账期业务  佛山市南海区松岗明珠塑料有限公司  188500.00  NaN   0.0  YS20161019110425  188500.00   \n",
       " 7   账期业务  佛山市南海区松岗明珠塑料有限公司  174500.00  NaN   0.0  YS20160926108844  174500.00   \n",
       " 8   账期业务  佛山市南海区松岗明珠塑料有限公司  174500.00  NaN   0.0  YS20160926108834  174500.00   \n",
       " 9   账期业务  佛山市南海区松岗明珠塑料有限公司  188790.00  NaN   0.0  YS20160824106578  188790.00   \n",
       " 10  账期业务  佛山市南海区松岗明珠塑料有限公司  181350.00  NaN   0.0  YS20160811171089  181350.00   \n",
       " 11  账期业务  佛山市南海区松岗明珠塑料有限公司  115800.00  NaN   0.0   YS2016080317738  115800.00   \n",
       " 12  账期业务  佛山市南海区松岗明珠塑料有限公司  115600.00  NaN   0.0   YS2016071915487  115600.00   \n",
       " 13  账期业务  佛山市南海区松岗明珠塑料有限公司  150572.50  NaN   0.0   YS2016070113517  150572.50   \n",
       " 14  账期业务  佛山市南海区松岗明珠塑料有限公司  150290.00  NaN   0.0   YS2016061410728  150290.00   \n",
       " 15  账期业务  佛山市南海区松岗明珠塑料有限公司  150855.00  NaN   0.0   YS2016050505611  150855.00   \n",
       " 16  账期业务  佛山市南海区松岗明珠塑料有限公司  167038.73  NaN   0.0   YS2016041503344  167038.73   \n",
       " 17  账期业务  佛山市南海区松岗明珠塑料有限公司  114400.00  NaN   0.0   YS2016033002161  114400.00   \n",
       " 18  账期业务  佛山市南海区松岗明珠塑料有限公司  114400.00  NaN   0.0   YS2016032801981  114400.00   \n",
       " 19  账期业务  佛山市南海区松岗明珠塑料有限公司  164100.00  NaN   0.0   YS2016031500502  164100.00   \n",
       " 20  账期业务  佛山市南海区松岗明珠塑料有限公司  109400.00  NaN   0.0   YS2016031500501  109400.00   \n",
       " 1   账期业务      广州市瑞琪牛津布有限公司  187600.00  NaN   0.0  YS20170313152947  187600.00   \n",
       " 2   账期业务      广州市瑞琪牛津布有限公司  187600.00  NaN   0.0  YS20170310152860  187600.00   \n",
       " 3   账期业务      广州市瑞琪牛津布有限公司  187600.00  NaN   0.0  YS20170306152576  187600.00   \n",
       " 4   账期业务      广州市瑞琪牛津布有限公司  216037.50  NaN   0.0  YS20161214149147  216037.50   \n",
       " 5   账期业务      广州市瑞琪牛津布有限公司  216037.50  NaN   0.0  YS20161201148307  216037.50   \n",
       " 6   账期业务      广州市瑞琪牛津布有限公司  216037.50  NaN   0.0  YS20161130148192  216037.50   \n",
       " 7   账期业务      广州市瑞琪牛津布有限公司  189280.00  NaN   0.0  YS20161019110385  189280.00   \n",
       " 8   账期业务      广州市瑞琪牛津布有限公司  187200.00  NaN   0.0  YS20160913107905  187200.00   \n",
       " 9   账期业务      广州市瑞琪牛津布有限公司  187200.00  NaN   0.0  YS20160911107730  187200.00   \n",
       " 10  账期业务      广州市瑞琪牛津布有限公司  160742.50  NaN   0.0   YS2016072516482  160742.50   \n",
       " ..   ...               ...        ...  ...   ...               ...        ...   \n",
       " 25  账期业务       深圳市三丰电子有限公司  178500.00   有效   0.0  YS20161008109412  178500.00   \n",
       " 26  账期业务       深圳市三丰电子有限公司  196850.00   有效   0.0  YS20160923108748  196850.00   \n",
       " 27  账期业务       深圳市三丰电子有限公司  184760.00   有效   0.0  YS20160905107298  184760.00   \n",
       " 28  账期业务       深圳市三丰电子有限公司  175770.00   有效   0.0  YS20160824106576  175770.00   \n",
       " 29  账期业务       深圳市三丰电子有限公司  175770.00   有效   0.0  YS20160812171110  175770.00   \n",
       " 30  账期业务       深圳市三丰电子有限公司  175150.00   有效   0.0   YS2016072917121  175150.00   \n",
       " 31  账期业务       深圳市三丰电子有限公司  175770.00   有效   0.0   YS2016071815393  175770.00   \n",
       " 32  账期业务       深圳市三丰电子有限公司    5470.00   有效   0.0   YS2016070814239    5470.00   \n",
       " 33  账期业务       深圳市三丰电子有限公司  147416.50   有效   0.0   YS2016070814238  147416.50   \n",
       " 34  账期业务       深圳市三丰电子有限公司  164610.00   有效   0.0   YS2016070413660  164610.00   \n",
       " 35  账期业务       深圳市三丰电子有限公司  156240.00   有效   0.0   YS2016062913095  156240.00   \n",
       " 36  账期业务       深圳市三丰电子有限公司  148680.00   有效   0.0   YS2016061410578  148680.00   \n",
       " 37  账期业务       深圳市三丰电子有限公司  158200.00   有效   0.0   YS2016060209464  158200.00   \n",
       " 38  账期业务       深圳市三丰电子有限公司  148680.00   有效   0.0   YS2016060109379  148680.00   \n",
       " 39  账期业务       深圳市三丰电子有限公司  148680.00   有效   0.0   YS2016051807334  148680.00   \n",
       " 40  账期业务       深圳市三丰电子有限公司  158200.00   有效   0.0   YS2016051606780  158200.00   \n",
       " 41  账期业务       深圳市三丰电子有限公司  148680.00   有效   0.0   YS2016051006122  148680.00   \n",
       " 42  账期业务       深圳市三丰电子有限公司  159612.50   有效   0.0   YS2016042905377  159612.50   \n",
       " 43  账期业务       深圳市三丰电子有限公司  152880.00   有效   0.0   YS2016042705087  152880.00   \n",
       " 44  账期业务       深圳市三丰电子有限公司  159612.50   有效   0.0   YS2016041803663  159612.50   \n",
       " 45  账期业务       深圳市三丰电子有限公司  154346.99   有效   0.0   YS2016041403276  154346.99   \n",
       " 46  账期业务       深圳市三丰电子有限公司  159612.50   有效   0.0   YS2016041102704  159612.50   \n",
       " 47  账期业务       深圳市三丰电子有限公司  159612.50   有效   0.0   YS2016040702548  159612.50   \n",
       " 48  账期业务       深圳市三丰电子有限公司  156240.00   有效   0.0   YS2016040502427  156240.00   \n",
       " 49  账期业务       深圳市三丰电子有限公司    1395.00   有效   0.0   YS2016040502426    1395.00   \n",
       " 50  账期业务       深圳市三丰电子有限公司   29500.00   有效   0.0   YS2016040502418   29500.00   \n",
       " 51  账期业务       深圳市三丰电子有限公司  152550.00   有效   0.0   YS2016032301514  152550.00   \n",
       " 52  账期业务       深圳市三丰电子有限公司  148400.00   有效   0.0   YS2016032201382  148400.00   \n",
       " 53  账期业务       深圳市三丰电子有限公司  152550.00   有效   0.0   YS2016031400348  152550.00   \n",
       " 54  账期业务       深圳市三丰电子有限公司  147560.00   有效   0.0   YS2016030700026  147560.00   \n",
       " \n",
       "          应收日期 收款状态   账期       起算日期    逾期                   销售合同号  \n",
       " 1  2017-03-30  已收款  30天 2017-02-28   11天    ZSL20170227LL-C003WJ  \n",
       " 2  2017-01-13  已收款  10天 2017-01-03    0天    ZSL20161228LL-C041WJ  \n",
       " 3  2016-12-02  已收款  15天 2016-11-17   -2天    ZSL20161025LL-C009WJ  \n",
       " 4  2016-11-29  已收款  15天 2016-11-14    0天    ZSL20161025LL-C009WJ  \n",
       " 5  2016-11-09  已收款  15天 2016-10-25    0天    ZSL20161011LL-C038WJ  \n",
       " 6  2016-11-03  已收款  15天 2016-10-19    0天    ZSL20161013LL-C022WJ  \n",
       " 7  2016-10-26  已收款  30天 2016-09-26   -1天    ZSL20160922LL-C039WJ  \n",
       " 8  2016-10-25  已收款  30天 2016-09-25   -1天    ZSL20160922LL-C039WJ  \n",
       " 9  2016-09-08  已收款  15天 2016-08-24    1天    ZSL20160818LL-C055WJ  \n",
       " 10 2016-08-26  已收款  15天 2016-08-11    0天    ZSL20160808LL-C148WJ  \n",
       " 11 2016-08-10  已收款   7天 2016-08-03    0天    ZSL20160801LL-C033WJ  \n",
       " 12 2016-07-26  已收款   7天 2016-07-19    0天    ZSL20160718LL-C008WJ  \n",
       " 13 2016-07-08  已收款   7天 2016-07-01    0天    ZSL20160622LL-C072WJ  \n",
       " 14 2016-06-29  已收款  15天 2016-06-14    1天   ZSLB20160613LL-C035WJ  \n",
       " 15 2016-05-12  已收款   7天 2016-05-05    0天    ZSL20160504LL-C089WJ  \n",
       " 16 2016-05-16  已收款  30天 2016-04-14    0天    ZSL20160412LL-C128WJ  \n",
       " 17 2016-04-28  已收款  30天 2016-03-29  -16天     ZSL20160328LL-C032J  \n",
       " 18 2016-04-27  已收款  30天 2016-03-24  -19天     ZSL20160323LL-C021J  \n",
       " 19 2016-04-13  已收款  30天 2016-03-14    0天     ZSL20160307LL-C056J  \n",
       " 20 2016-04-11  已收款  30天 2016-03-11    2天     ZSL20160307LL-C056J  \n",
       " 1  2017-03-28  已收款  15天 2017-03-13  -12天    ZSL20170220GJ-C037WJ  \n",
       " 2  2017-03-27  已收款  15天 2017-03-10  -11天    ZSL20170220GJ-C037WJ  \n",
       " 3  2017-03-21  已收款  15天 2017-03-06   -5天    ZSL20170220GJ-C037WJ  \n",
       " 4  2016-12-29  已收款  15天 2016-12-14  -21天    ZSL20161109GJ-C031WJ  \n",
       " 5  2016-12-16  已收款  15天 2016-12-01   -8天    ZSL20161109GJ-C031WJ  \n",
       " 6  2016-12-15  已收款  15天 2016-11-30   -7天    ZSL20161109GJ-C031WJ  \n",
       " 7  2016-11-03  已收款  15天 2016-10-19   -6天    ZSL20161011GJ-C115WJ  \n",
       " 8  2016-09-20  已收款   7天 2016-09-13    6天    ZSL20160908GJ-C040WJ  \n",
       " 9  2016-09-18  已收款   7天 2016-09-11    8天    ZSL20160908GJ-C040WJ  \n",
       " 10 2016-08-01  已收款   7天 2016-07-25   -4天     ZSL20160721GJ-C062J  \n",
       " ..        ...  ...  ...        ...   ...                     ...  \n",
       " 25 2016-10-11  已收款   7天 2016-10-04    2天   ZSL20160926OYQ-C040WJ  \n",
       " 26 2016-09-30  已收款   7天 2016-09-23   -1天   ZSL20160918OYQ-C017WJ  \n",
       " 27 2016-09-12  已收款   7天 2016-09-05    0天   ZSL20160809OYQ-C084WJ  \n",
       " 28 2016-08-31  已收款   7天 2016-08-24   -6天   ZSL20160729OYQ-C100WJ  \n",
       " 29 2016-08-18  已收款   7天 2016-08-11    0天   ZSL20160729OYQ-C100WJ  \n",
       " 30 2016-08-05  已收款   7天 2016-07-29    0天   ZSL20160713OYQ-C153WJ  \n",
       " 31 2016-07-25  已收款   7天 2016-07-18    0天   ZSL20160712OYQ-C157WJ  \n",
       " 32 2016-06-23  已收款   7天 2016-06-16   -2天    ZSL20160513OYQ-C157J  \n",
       " 33 2016-06-20  已收款   7天 2016-06-11    1天    ZSL20160513OYQ-C157J  \n",
       " 34 2016-07-11  已收款   7天 2016-07-04    0天   ZSL20160701OYQ-C045WJ  \n",
       " 35 2016-06-28  已收款   7天 2016-06-21    0天   ZSL20160624OYQ-C125WJ  \n",
       " 36 2016-06-21  已收款   7天 2016-06-14    7天   ZSL20160613OYQ-C145WJ  \n",
       " 37 2016-06-06  已收款   7天 2016-05-30    0天   ZSLB20160421OYQ-C018J  \n",
       " 38 2016-06-08  已收款   7天 2016-06-01    0天   ZSL20160510OYQ-C197WJ  \n",
       " 39 2016-05-25  已收款   7天 2016-05-18    1天   ZSL20160510OYQ-C197WJ  \n",
       " 40 2016-05-20  已收款   7天 2016-05-13   -1天   ZSLB20160421OYQ-C018J  \n",
       " 41 2016-05-17  已收款   7天 2016-05-10   -1天   ZSL20160506OYQ-C062WJ  \n",
       " 42 2016-05-06  已收款   7天 2016-04-29   -1天   ZSLB20160315OYQ-C013J  \n",
       " 43 2016-05-04  已收款   7天 2016-04-27   -1天   ZSL20160413OYQ-C104WJ  \n",
       " 44 2016-04-25  已收款   7天 2016-04-18    0天   ZSLB20160315OYQ-C013J  \n",
       " 45 2016-04-21  已收款   7天 2016-04-14    0天  ZSLB20160408OYQ-C032WJ  \n",
       " 46 2016-04-18  已收款   7天 2016-04-09   -4天   ZSLB20160315OYQ-C013J  \n",
       " 47 2016-04-06  已收款   7天 2016-03-30   -8天   ZSLB20160315OYQ-C013J  \n",
       " 48 2016-04-07  已收款   7天 2016-03-31   -2天  ZSLB20160328OYQ-C034WJ  \n",
       " 49 2016-04-07  已收款   7天 2016-03-31   -9天  ZSLB20160329OYQ-C088WJ  \n",
       " 50 2016-04-07  已收款   7天 2016-03-31   -9天   ZSL20160329OYQ-C052WJ  \n",
       " 51 2016-03-28  已收款   7天 2016-03-19   -5天   ZSLB20160304OYQ-C129J  \n",
       " 52 2016-03-28  已收款   7天 2016-03-19   -5天   ZSL20160304OYQ-C131WJ  \n",
       " 53 2016-03-18  已收款   7天 2016-03-11   -4天   ZSLB20160303OYQ-C029J  \n",
       " 54 2016-03-11  已收款   7天 2016-03-04   -4天  ZSLB20160303OYQ-C027WJ  \n",
       " \n",
       " [1430 rows x 13 columns])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#所有账期记录\n",
    "zq_files = os.listdir('./data/loan_list/')\n",
    "record =pd.DataFrame()\n",
    "for f in zq_files:\n",
    "    r = pd.read_excel(os.path.join('./data/loan_list/',f))\n",
    "    record = record.append(r.iloc[1:,:])  #账期数据\n",
    "record.shape,record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016_9     121\n",
       "2016_8     118\n",
       "2017_3     110\n",
       "2016_10    106\n",
       "2016_7      98\n",
       "2016_12     96\n",
       "2017_2      93\n",
       "2016_11     92\n",
       "2016_5      82\n",
       "2016_6      78\n",
       "2016_4      76\n",
       "2016_3      69\n",
       "2017_6      63\n",
       "2017_4      62\n",
       "2017_7      59\n",
       "2017_5      58\n",
       "2017_1      47\n",
       "2017_8       2\n",
       "Name: 起算日期, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "record[u'起算日期'].apply(lambda x:str(x.year)+'_'+str(x.month)).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016_9     52\n",
       "2016_10    50\n",
       "2016_5     49\n",
       "2016_12    48\n",
       "2017_3     45\n",
       "2016_7     41\n",
       "2016_6     35\n",
       "2016_8     35\n",
       "2016_11    34\n",
       "2017_6     29\n",
       "2017_2     28\n",
       "2017_5     26\n",
       "2016_4     25\n",
       "2016_3     25\n",
       "2017_4     19\n",
       "2017_1     16\n",
       "2017_7     11\n",
       "Name: 起算日期, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan_all[loan_all['yq_day']>0][u'起算日期'].apply(lambda x:str(x.year)+'_'+str(x.month)).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2016_10    103\n",
       "2016_9      96\n",
       "2016_8      85\n",
       "2016_3      80\n",
       "2017_3      79\n",
       "2016_11     78\n",
       "2016_12     75\n",
       "2017_2      72\n",
       "2016_5      71\n",
       "2016_6      69\n",
       "2016_7      67\n",
       "2017_4      58\n",
       "2016_4      58\n",
       "2017_6      56\n",
       "2017_1      54\n",
       "2017_5      53\n",
       "2017_7      44\n",
       "2016_1      31\n",
       "2015_12     29\n",
       "2016_2      15\n",
       "2015_11     14\n",
       "2015_9       4\n",
       "2015_10      4\n",
       "2015_8       3\n",
       "2015_7       2\n",
       "2017_8       1\n",
       "Name: 创建时间, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trade[u'创建时间'].apply(lambda x:str(x.year)+'_'+str(x.month)).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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